ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders.

Craig Boutilier Google Inc., Mountain View, CA, USA University of Toronto, Canada http://www.cs.toronto.edu/~cebly/ https://scholar.google.com/citations?user=cXkm3rsAAAAJ https://openreview.net/profile?id=~Craig_Boutilier2 https://dl.acm.org/profile/81100049948 https://orcid.org/0000-0001-9330-4545 Ofer Meshi Krisztian Balog Sally Goldman Avi Caciularu Guy Tennenholtz Jihwan Jeong Amir Globerson Craig Boutilier ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders. EACL (Volume 1: Long Papers) 2026 5270-5304 conf/eacl/2026-1 https://aclanthology.org/2026.eacl-long.244/ db/conf/eacl/eacl2026-1.html#MeshiBGCTJGB26 streams/conf/eacl

Ofer Meshi Krisztian Balog Sally Goldman Avi Caciularu Guy Tennenholtz Jihwan Jeong Amir Globerson Craig Boutilier ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders. 2026 February abs/2602.16938 CoRR https://doi.org/10.48550/arXiv.2602.16938 db/journals/corr/corr2602.html#abs-2602-16938 streams/journals/corr

Pengcheng Jiang Judith Yue Li Moonkyung Ryu R. Lily Hu Kun Su Zhong Yi Wan Liam Hebert Hao Peng 0009 Jiawei Han 0001 Dima Kuzmin Craig Boutilier Efficient, Property-Aligned Fan-Out Retrieval via RL-Compiled Diffusion. 2026 March abs/2603.06397 CoRR https://doi.org/10.48550/arXiv.2603.06397 db/journals/corr/corr2603.html#abs-2603-06397 streams/journals/corr

Tong Yang 0007 Moonkyung Ryu Chih-Wei Hsu Guy Tennenholtz Yuejie Chi Craig Boutilier Bo Dai 0001 Diffusion Controller: Framework, Algorithms and Parameterization. 2026 March abs/2603.06981 CoRR https://doi.org/10.48550/arXiv.2603.06981 db/journals/corr/corr2603.html#abs-2603-06981 streams/journals/corr

Yinlam Chow Guy Tennenholtz Izzeddin Gur Vincent Zhuang Bo Dai 0001 Aviral Kumar Rishabh Agarwal Sridhar Thiagarajan Craig Boutilier Aleksandra Faust Inference-Aware Fine-Tuning for Best-of-N Sampling in Large Language Models. 2025 ICLR https://openreview.net/forum?id=77gQUdQhE7 conf/iclr/2025 db/conf/iclr/iclr2025.html#ChowTGZ0KATBF25 Ofir Nabati Guy Tennenholtz Chih-Wei Hsu Moonkyung Ryu Deepak Ramachandran Yinlam Chow Xiang Li Craig Boutilier Preference Adaptive and Sequential Text-to-Image Generation. 2025 ICML https://proceedings.mlr.press/v267/nabati25a.html https://openreview.net/forum?id=LCr6CIAEye conf/icml/2025 db/conf/icml/icml2025.html#NabatiTHRRCLB25

Guy Tennenholtz Jihwan Jeong Chih-Wei Hsu Yinlam Chow Craig Boutilier Descriptive History Representations: Learning Representations by Answering Questions. 2025 June abs/2506.02125 CoRR https://doi.org/10.48550/arXiv.2506.02125 db/journals/corr/corr2506.html#abs-2506-02125 streams/journals/corr

Haitong Ma Ofir Nabati Aviv Rosenberg 0002 Bo Dai 0001 Oran Lang Idan Szpektor Craig Boutilier Na Li 0002 Shie Mannor Lior Shani Guy Tennenholtz Reinforcement Learning with Discrete Diffusion Policies for Combinatorial Action Spaces. 2025 September abs/2509.22963 CoRR https://doi.org/10.48550/arXiv.2509.22963 db/journals/corr/corr2509.html#abs-2509-22963 streams/journals/corr

Moonkyung Ryu Chih-Wei Hsu Yinlam Chow Mohammad Ghavamzadeh Craig Boutilier Synthetic Dialogue Generation for Interactive Conversational Elicitation & Recommendation (ICER). 2025 October abs/2510.02331 CoRR https://doi.org/10.48550/arXiv.2510.02331 db/journals/corr/corr2510.html#abs-2510-02331 streams/journals/corr

Ali Montazeralghaem Guy Tennenholtz Craig Boutilier Ofer Meshi Asking Clarifying Questions for Preference Elicitation With Large Language Models. 2025 October abs/2510.12015 CoRR https://doi.org/10.48550/arXiv.2510.12015 db/journals/corr/corr2510.html#abs-2510-12015 streams/journals/corr

Jonathan Stray Alon Y. Halevy Parisa Assar Dylan Hadfield-Menell Craig Boutilier Amar Ashar Chloé Bakalar Lex Beattie Michael D. Ekstrand Claire Leibowicz Connie Moon Sehat Sara Johansen Lianne Kerlin David Vickrey Spandana Singh Sanne Vrijenhoek Amy Xian Zhang McKane Andrus Natali Helberger Polina Proutskova Tanushree Mitra Nina Vasan Building Human Values into Recommender Systems: An Interdisciplinary Synthesis. 20:1-20:57 2024 September 2 Trans. Recomm. Syst. 3 https://doi.org/10.1145/3632297 https://www.wikidata.org/entity/Q130840415 db/journals/tors/tors2.html#StrayHAHBABBELSJKVSVZAHPMV24

Christina Göpfert Alex Haig Chih-Wei Hsu Yinlam Chow Ivan Vendrov Tyler Lu Deepak Ramachandran Hubert Pham Mohammad Ghavamzadeh Craig Boutilier Discovering Personalized Semantics for Soft Attributes in Recommender Systems Using Concept Activation Vectors. 30:1-30:37 2024 December 2 Trans. Recomm. Syst. 4 https://doi.org/10.1145/3658675 https://www.wikidata.org/entity/Q131127968 db/journals/tors/tors2.html#GopfertHHCVLRPGB24 streams/journals/tors

Craig Boutilier Martin Mladenov Guy Tennenholtz Recommender Ecosystems: A Mechanism Design Perspective on Holistic Modeling and Optimization. 22575-22583 2024 AAAI https://doi.org/10.1609/aaai.v38i20.30266 conf/aaai/2024 db/conf/aaai/aaai2024.html#BoutilierMT24 Guy Tennenholtz Yinlam Chow Chih-Wei Hsu Jihwan Jeong Lior Shani Azamat Tulepbergenov Deepak Ramachandran Martin Mladenov Craig Boutilier Demystifying Embedding Spaces using Large Language Models. 2024 ICLR https://openreview.net/forum?id=qoYogklIPz conf/iclr/2024 db/conf/iclr/iclr2024.html#TennenholtzCHJS24 Carlos Martin 0001 Craig Boutilier Ofer Meshi Tuomas Sandholm Model-Free Preference Elicitation. 3493-3503 2024 IJCAI https://www.ijcai.org/proceedings/2024/387 conf/ijcai/2024 db/conf/ijcai/ijcai2024.html#MartinBMS24 Anthony Liang Guy Tennenholtz Chih-Wei Hsu Yinlam Chow Erdem Biyik Craig Boutilier DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/ffbfff81fb78e4bb558273b91e12e318-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#LiangTHCBB24 Guy Tennenholtz Yinlam Chow Chih-Wei Hsu Lior Shani Yi Liang Craig Boutilier Embedding-Aligned Language Models. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/1ce12df021f8fb43cf531c556efcebdc-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#TennenholtzCHSL24 Haolun Wu Ofer Meshi Masrour Zoghi Fernando Diaz 0001 Xue (Steve) Liu Craig Boutilier Maryam Karimzadehgan Density-based User Representation using Gaussian Process Regression for Multi-interest Personalized Retrieval. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/5e28c085a8cd881a4c7e5cf13391aac5-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#WuMZ0LBK24 Chih-Wei Hsu Martin Mladenov Ofer Meshi James Pine Hubert Pham Shane Li Xujian Liang Anton Polishko Li Yang 0030 Ben Scheetz Craig Boutilier Minimizing Live Experiments in Recommender Systems: User Simulation to Evaluate Preference Elicitation Policies. 2024 SIGIR https://doi.org/10.1145/3626772.3661358 https://www.wikidata.org/entity/Q130940991 conf/sigir/2024 db/conf/sigir/sigir2024.html#HsuMMPPLLPYSB24 2925-2929

Anthony Liang Guy Tennenholtz Chih-Wei Hsu Yinlam Chow Erdem Biyik Craig Boutilier DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning. 2024 abs/2402.15957 CoRR https://doi.org/10.48550/arXiv.2402.15957 db/journals/corr/corr2402.html#abs-2402-15957

Guy Tennenholtz Yinlam Chow Chih-Wei Hsu Lior Shani Ethan Liang Craig Boutilier Embedding-Aligned Language Models. 2024 abs/2406.00024 CoRR https://doi.org/10.48550/arXiv.2406.00024 db/journals/corr/corr2406.html#abs-2406-00024

Chih-Wei Hsu Martin Mladenov Ofer Meshi James Pine Hubert Pham Shane Li Xujian Liang Anton Polishko Li Yang 0030 Ben Scheetz Craig Boutilier Minimizing Live Experiments in Recommender Systems: User Simulation to Evaluate Preference Elicitation Policies. 2024 abs/2409.17436 CoRR https://doi.org/10.48550/arXiv.2409.17436 db/journals/corr/corr2409.html#abs-2409-17436 streams/journals/corr

Ofir Nabati Guy Tennenholtz Chih-Wei Hsu Moonkyung Ryu Deepak Ramachandran Yinlam Chow Xiang Li Craig Boutilier Personalized and Sequential Text-to-Image Generation. 2024 abs/2412.10419 CoRR https://doi.org/10.48550/arXiv.2412.10419 db/journals/corr/corr2412.html#abs-2412-10419 streams/journals/corr

Yinlam Chow Guy Tennenholtz Izzeddin Gur Vincent Zhuang Bo Dai 0001 Sridhar Thiagarajan Craig Boutilier Rishabh Agarwal Aviral Kumar Aleksandra Faust Inference-Aware Fine-Tuning for Best-of-N Sampling in Large Language Models. 2024 abs/2412.15287 CoRR https://doi.org/10.48550/arXiv.2412.15287 db/journals/corr/corr2412.html#abs-2412-15287 streams/journals/corr

Yinlam Chow Aza Tulepbergenov Ofir Nachum Dhawal Gupta Moonkyung Ryu Mohammad Ghavamzadeh Craig Boutilier A Mixture-of-Expert Approach to RL-based Dialogue Management. 2023 ICLR https://openreview.net/forum?id=4FBUihxz5nm conf/iclr/2023 db/conf/iclr/iclr2023.html#ChowTNGRGB23 Guy Tennenholtz Nadav Merlis Lior Shani Martin Mladenov Craig Boutilier Reinforcement Learning with History Dependent Dynamic Contexts. 34011-34053 2023 ICML https://proceedings.mlr.press/v202/tennenholtz23a.html conf/icml/2023 db/conf/icml/icml2023.html#TennenholtzMSMB23 Ying Fan Olivia Watkins Yuqing Du Hao Liu 0055 Moonkyung Ryu Craig Boutilier Pieter Abbeel Mohammad Ghavamzadeh Kangwook Lee 0001 Kimin Lee Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/fc65fab891d83433bd3c8d966edde311-Abstract-Conference.html conf/nips/2023 db/conf/nips/neurips2023.html#FanWDLRBAG0L23 Dhawal Gupta Yinlam Chow Azamat Tulepbergenov Mohammad Ghavamzadeh Craig Boutilier Offline Reinforcement Learning for Mixture-of-Expert Dialogue Management. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/12bcf58a1c09a0fcb5310f3589291ab4-Abstract-Conference.html conf/nips/2023 db/conf/nips/neurips2023.html#GuptaCTGB23

Guy Tennenholtz Nadav Merlis Lior Shani Martin Mladenov Craig Boutilier Reinforcement Learning with History-Dependent Dynamic Contexts. 2023 abs/2302.02061 CoRR https://doi.org/10.48550/arXiv.2302.02061 db/journals/corr/corr2302.html#abs-2302-02061

Dhawal Gupta Yinlam Chow Mohammad Ghavamzadeh Craig Boutilier Offline Reinforcement Learning for Mixture-of-Expert Dialogue Management. 2023 abs/2302.10850 CoRR https://doi.org/10.48550/arXiv.2302.10850 db/journals/corr/corr2302.html#abs-2302-10850

Kimin Lee Hao Liu 0055 Moonkyung Ryu Olivia Watkins Yuqing Du Craig Boutilier Pieter Abbeel Mohammad Ghavamzadeh Shixiang Shane Gu Aligning Text-to-Image Models using Human Feedback. 2023 abs/2302.12192 CoRR https://doi.org/10.48550/arXiv.2302.12192 db/journals/corr/corr2302.html#abs-2302-12192

Ying Fan Olivia Watkins Yuqing Du Hao Liu 0055 Moonkyung Ryu Craig Boutilier Pieter Abbeel Mohammad Ghavamzadeh Kangwook Lee 0001 Kimin Lee DPOK: Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models. 2023 abs/2305.16381 CoRR https://doi.org/10.48550/arXiv.2305.16381 db/journals/corr/corr2305.html#abs-2305-16381

Guy Tennenholtz Martin Mladenov Nadav Merlis Craig Boutilier Ranking with Popularity Bias: User Welfare under Self-Amplification Dynamics. 2023 abs/2305.18333 CoRR https://doi.org/10.48550/arXiv.2305.18333 db/journals/corr/corr2305.html#abs-2305-18333

Siddharth Prasad Martin Mladenov Craig Boutilier Content Prompting: Modeling Content Provider Dynamics to Improve User Welfare in Recommender Ecosystems. 2023 abs/2309.00940 CoRR https://doi.org/10.48550/arXiv.2309.00940 db/journals/corr/corr2309.html#abs-2309-00940

Craig Boutilier Martin Mladenov Guy Tennenholtz Modeling Recommender Ecosystems: Research Challenges at the Intersection of Mechanism Design, Reinforcement Learning and Generative Models. 2023 abs/2309.06375 CoRR https://doi.org/10.48550/arXiv.2309.06375 db/journals/corr/corr2309.html#abs-2309-06375

Guy Tennenholtz Yinlam Chow Chih-Wei Hsu Jihwan Jeong Lior Shani Azamat Tulepbergenov Deepak Ramachandran Martin Mladenov Craig Boutilier Demystifying Embedding Spaces using Large Language Models. 2023 abs/2310.04475 CoRR https://doi.org/10.48550/arXiv.2310.04475 db/journals/corr/corr2310.html#abs-2310-04475

Jihwan Jeong Yinlam Chow Guy Tennenholtz Chih-Wei Hsu Azamat Tulepbergenov Mohammad Ghavamzadeh Craig Boutilier Factual and Personalized Recommendations using Language Models and Reinforcement Learning. 2023 abs/2310.06176 CoRR https://doi.org/10.48550/arXiv.2310.06176 db/journals/corr/corr2310.html#abs-2310-06176

Haolun Wu Ofer Meshi Masrour Zoghi Fernando Diaz 0001 Xue Liu 0001 Craig Boutilier Maryam Karimzadehgan Density-based User Representation through Gaussian Process Regression for Multi-interest Personalized Retrieval. 2023 abs/2310.20091 CoRR https://doi.org/10.48550/arXiv.2310.20091 db/journals/corr/corr2310.html#abs-2310-20091

Erdem Biyik Fan Yao 0002 Yinlam Chow Alex Haig Chih-Wei Hsu Mohammad Ghavamzadeh Craig Boutilier Preference Elicitation with Soft Attributes in Interactive Recommendation. 2023 abs/2311.02085 CoRR https://doi.org/10.48550/arXiv.2311.02085 db/journals/corr/corr2311.html#abs-2311-02085

Filip Radlinski Craig Boutilier Deepak Ramachandran Ivan Vendrov Subjective Attributes in Conversational Recommendation Systems: Challenges and Opportunities. 12287-12293 2022 AAAI https://doi.org/10.1609/aaai.v36i11.21492 conf/aaai/2022 db/conf/aaai/aaai2022.html#RadlinskiBRV22 Joey Hong Branislav Kveton Manzil Zaheer Mohammad Ghavamzadeh Craig Boutilier Thompson Sampling with a Mixture Prior. 7565-7586 2022 AISTATS https://proceedings.mlr.press/v151/hong22b.html conf/aistats/2022 db/conf/aistats/aistats2022.html#HongKZGB22 Martin Mladenov Sanjay Ganapathy Subramaniam Chih-Wei Hsu Neha Arora 0001 Andrew Tomkins Craig Boutilier Carolina Osorio An adversarial variational inference approach for travel demand calibration of urban traffic simulators. 6:1-6:4 2022 SIGSPATIAL/GIS https://doi.org/10.1145/3557915.3560940 conf/gis/2022 db/conf/gis/gis2022.html#MladenovSHATBO22 Nan Wang Hongning Wang Maryam Karimzadehgan Branislav Kveton Craig Boutilier IMO^3: Interactive Multi-Objective Off-Policy Optimization. 3523-3529 2022 IJCAI https://doi.org/10.24963/ijcai.2022/489 conf/ijcai/2022 db/conf/ijcai/ijcai2022.html#WangWKKB22 Christina Göpfert Yinlam Chow Chih-Wei Hsu Ivan Vendrov Tyler Lu Deepak Ramachandran Craig Boutilier Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectors. 2411-2421 2022 WWW https://doi.org/10.1145/3485447.3512113 https://www.wikidata.org/entity/Q131136308 conf/www/2022 db/conf/www/www2022.html#GopfertCHVLRB22

Nan Wang Hongning Wang Maryam Karimzadehgan Branislav Kveton Craig Boutilier IMO<sup>3</sup>: Interactive Multi-Objective Off-Policy Optimization. 2022 abs/2201.09798 CoRR https://arxiv.org/abs/2201.09798 db/journals/corr/corr2201.html#abs-2201-09798

Christina Göpfert Yinlam Chow Chih-Wei Hsu Ivan Vendrov Tyler Lu Deepak Ramachandran Craig Boutilier Discovering Personalized Semantics for Soft Attributes in Recommender Systems using Concept Activation Vectors. 2022 abs/2202.02830 CoRR https://arxiv.org/abs/2202.02830 db/journals/corr/corr2202.html#abs-2202-02830

Yinlam Chow Aza Tulepbergenov Ofir Nachum Moonkyung Ryu Mohammad Ghavamzadeh Craig Boutilier A Mixture-of-Expert Approach to RL-based Dialogue Management. 2022 abs/2206.00059 CoRR https://doi.org/10.48550/arXiv.2206.00059 db/journals/corr/corr2206.html#abs-2206-00059

Jonathan Stray Alon Y. Halevy Parisa Assar Dylan Hadfield-Menell Craig Boutilier Amar Ashar Lex Beattie Michael D. Ekstrand Claire Leibowicz Connie Moon Sehat Sara Johansen Lianne Kerlin David Vickrey Spandana Singh Sanne Vrijenhoek Amy X. Zhang McKane Andrus Natali Helberger Polina Proutskova Tanushree Mitra Nina Vasan Building Human Values into Recommender Systems: An Interdisciplinary Synthesis. 2022 abs/2207.10192 CoRR https://doi.org/10.48550/arXiv.2207.10192 db/journals/corr/corr2207.html#abs-2207-10192

Deborah Cohen Moonkyung Ryu Yinlam Chow Orgad Keller Ido Greenberg Avinatan Hassidim Michael Fink Yossi Matias Idan Szpektor Craig Boutilier Gal Elidan Dynamic Planning in Open-Ended Dialogue using Reinforcement Learning. 2022 abs/2208.02294 CoRR https://doi.org/10.48550/arXiv.2208.02294 db/journals/corr/corr2208.html#abs-2208-02294

Michael L. Littman Ifeoma Ajunwa Guy Berger Craig Boutilier Morgan Currie Finale Doshi-Velez Gillian K. Hadfield Michael C. Horowitz Charles Isbell Hiroaki Kitano Karen Levy Terah Lyons Melanie Mitchell Julie Shah Steven A. Sloman Shannon Vallor Toby Walsh Gathering Strength, Gathering Storms: The One Hundred Year Study on Artificial Intelligence (AI100) 2021 Study Panel Report. 2022 abs/2210.15767 CoRR https://doi.org/10.48550/arXiv.2210.15767 db/journals/corr/corr2210.html#abs-2210-15767

Branislav Kveton Mikhail Konobeev Manzil Zaheer Chih-Wei Hsu Martin Mladenov Craig Boutilier Csaba Szepesvári Meta-Thompson Sampling. 5884-5893 2021 ICML http://proceedings.mlr.press/v139/kveton21a.html conf/icml/2021 db/conf/icml/icml2021.html#KvetonKZHMBS21 Ruohan Zhan Konstantina Christakopoulou Ya Le Jayden Ooi Martin Mladenov Alex Beutel Craig Boutilier Ed H. Chi Minmin Chen Towards Content Provider Aware Recommender Systems: A Simulation Study on the Interplay between User and Provider Utilities. 3872-3883 2021 WWW https://doi.org/10.1145/3442381.3449889 conf/www/2021 db/conf/www/www2021.html#ZhanCLOMBBCC21

Branislav Kveton Mikhail Konobeev Manzil Zaheer Chih-Wei Hsu Martin Mladenov Craig Boutilier Csaba Szepesvári Meta-Thompson Sampling. 2021 abs/2102.06129 CoRR https://arxiv.org/abs/2102.06129 db/journals/corr/corr2102.html#abs-2102-06129

Martin Mladenov Chih-Wei Hsu Vihan Jain Eugene Ie Christopher Colby Nicolas Mayoraz Hubert Pham Dustin Tran Ivan Vendrov Craig Boutilier RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems. 2021 abs/2103.08057 CoRR https://arxiv.org/abs/2103.08057 db/journals/corr/corr2103.html#abs-2103-08057

Ruohan Zhan Konstantina Christakopoulou Ya Le Jayden Ooi Martin Mladenov Alex Beutel Craig Boutilier Ed H. Chi Minmin Chen Towards Content Provider Aware Recommender Systems: A Simulation Study on the Interplay between User and Provider Utilities. 2021 abs/2105.02377 CoRR https://arxiv.org/abs/2105.02377 db/journals/corr/corr2105.html#abs-2105-02377

Joey Hong Branislav Kveton Manzil Zaheer Mohammad Ghavamzadeh Craig Boutilier Thompson Sampling with a Mixture Prior. 2021 abs/2106.05608 CoRR https://arxiv.org/abs/2106.05608 db/journals/corr/corr2106.html#abs-2106-05608

Tyler Lu Craig Boutilier Preference elicitation and robust winner determination for single- and multi-winner social choice. 2020 279 Artif. Intell. https://doi.org/10.1016/j.artint.2019.103203 https://www.wikidata.org/entity/Q126812904 db/journals/ai/ai279.html#LuB20

Paolo Viappiani Craig Boutilier On the equivalence of optimal recommendation sets and myopically optimal query sets. 103328 2020 286 Artif. Intell. https://doi.org/10.1016/j.artint.2020.103328 db/journals/ai/ai286.html#ViappianiB20

Ivan Vendrov Tyler Lu Qingqing Huang Craig Boutilier Gradient-Based Optimization for Bayesian Preference Elicitation. 10292-10301 2020 AAAI https://doi.org/10.1609/aaai.v34i06.6592 conf/aaai/2020 db/conf/aaai/aaai2020.html#VendrovLHB20 Branislav Kveton Manzil Zaheer Csaba Szepesvári Lihong Li 0001 Mohammad Ghavamzadeh Craig Boutilier Randomized Exploration in Generalized Linear Bandits. 2066-2076 2020 AISTATS http://proceedings.mlr.press/v108/kveton20a.html conf/aistats/2020 db/conf/aistats/aistats2020.html#KvetonZS0GB20 Moonkyung Ryu Yinlam Chow Ross Anderson Christian Tjandraatmadja Craig Boutilier CAQL: Continuous Action Q-Learning. 2020 ICLR https://openreview.net/forum?id=BkxXe0Etwr conf/iclr/2020 db/conf/iclr/iclr2020.html#RyuCATB20 Martin Mladenov Elliot Creager Omer Ben-Porat Kevin Swersky Richard S. Zemel Craig Boutilier Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach. 6987-6998 2020 ICML http://proceedings.mlr.press/v119/mladenov20a.html conf/icml/2020 db/conf/icml/icml2020.html#MladenovCBSZB20 Dijia Su Jayden Ooi Tyler Lu Dale Schuurmans Craig Boutilier ConQUR: Mitigating Delusional Bias in Deep Q-Learning. 9187-9195 2020 ICML http://proceedings.mlr.press/v119/su20c.html conf/icml/2020 db/conf/icml/icml2020.html#SuOLSB20 Sungryull Sohn Yinlam Chow Jayden Ooi Ofir Nachum Honglak Lee Ed H. Chi Craig Boutilier BRPO: Batch Residual Policy Optimization. 2824-2830 2020 IJCAI https://doi.org/10.24963/ijcai.2020/391 conf/ijcai/2020 db/conf/ijcai/ijcai2020.html#SohnCONLCB20 Craig Boutilier Chih-Wei Hsu Branislav Kveton Martin Mladenov Csaba Szepesvári Manzil Zaheer Differentiable Meta-Learning of Bandit Policies. 2020 NeurIPS https://proceedings.neurips.cc/paper/2020/hash/171ae1bbb81475eb96287dd78565b38b-Abstract.html conf/nips/2020 db/conf/nips/neurips2020.html#BoutilierHKMSZ20 Joey Hong Branislav Kveton Manzil Zaheer Yinlam Chow Amr Ahmed 0001 Craig Boutilier Latent Bandits Revisited. 2020 NeurIPS https://proceedings.neurips.cc/paper/2020/hash/9b7c8d13e4b2f08895fb7bcead930b46-Abstract.html conf/nips/2020 db/conf/nips/neurips2020.html#HongKZCAB20 Martin Mladenov Chih-Wei Hsu Vihan Jain Eugene Ie Christopher Colby Nicolas Mayoraz Hubert Pham Dustin Tran Ivan Vendrov Craig Boutilier Demonstrating Principled Uncertainty Modeling for Recommender Ecosystems with RecSim NG. 591-593 2020 RecSys https://doi.org/10.1145/3383313.3411527 conf/recsys/2020 db/conf/recsys/recsys2020.html#MladenovHJICMPT20

Ge Liu Rui Wu 0020 Heng-Tze Cheng Jing Wang Jayden Ooi Lihong Li 0001 Ang Li Wai Lok Sibon Li Craig Boutilier Ed H. Chi Data Efficient Training for Reinforcement Learning with Adaptive Behavior Policy Sharing. 2020 abs/2002.05229 CoRR https://arxiv.org/abs/2002.05229 db/journals/corr/corr2002.html#abs-2002-05229

Sungryull Sohn Yinlam Chow Jayden Ooi Ofir Nachum Honglak Lee Ed H. Chi Craig Boutilier BRPO: Batch Residual Policy Optimization. 2020 abs/2002.05522 CoRR https://arxiv.org/abs/2002.05522 db/journals/corr/corr2002.html#abs-2002-05522

Craig Boutilier Chih-Wei Hsu Branislav Kveton Martin Mladenov Csaba Szepesvári Manzil Zaheer Differentiable Bandit Exploration. 2020 abs/2002.06772 CoRR https://arxiv.org/abs/2002.06772 db/journals/corr/corr2002.html#abs-2002-06772

Andy Su Jayden Ooi Tyler Lu Dale Schuurmans Craig Boutilier ConQUR: Mitigating Delusional Bias in Deep Q-learning. 2020 abs/2002.12399 CoRR https://arxiv.org/abs/2002.12399 db/journals/corr/corr2002.html#abs-2002-12399

Branislav Kveton Martin Mladenov Chih-Wei Hsu Manzil Zaheer Csaba Szepesvári Craig Boutilier Differentiable Meta-Learning in Contextual Bandits. 2020 abs/2006.05094 CoRR https://arxiv.org/abs/2006.05094 db/journals/corr/corr2006.html#abs-2006-05094

Joey Hong Branislav Kveton Manzil Zaheer Yinlam Chow Amr Ahmed 0001 Craig Boutilier Latent Bandits Revisited. 2020 abs/2006.08714 CoRR https://arxiv.org/abs/2006.08714 db/journals/corr/corr2006.html#abs-2006-08714

Martin Mladenov Elliot Creager Omer Ben-Porat Kevin Swersky Richard S. Zemel Craig Boutilier Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach. 2020 abs/2008.00104 CoRR https://arxiv.org/abs/2008.00104 db/journals/corr/corr2008.html#abs-2008-00104

Joey Hong Branislav Kveton Manzil Zaheer Yinlam Chow Amr Ahmed 0001 Mohammad Ghavamzadeh Craig Boutilier Non-Stationary Latent Bandits. 2020 abs/2012.00386 CoRR https://arxiv.org/abs/2012.00386 db/journals/corr/corr2012.html#abs-2012-00386

Amirali Salehi-Abari Craig Boutilier Kate Larson Empathetic decision making in social networks. 174-203 2019 275 Artif. Intell. https://doi.org/10.1016/j.artint.2019.05.004 db/journals/ai/ai275.html#Salehi-AbariBL19

Andrew Perrault Craig Boutilier Experiential Preference Elicitation for Autonomous Heating and Cooling Systems. 431-439 2019 AAMAS http://dl.acm.org/citation.cfm?id=3331724 conf/atal/2019 db/conf/atal/aamas2019.html#PerraultB19 Eugene Ie Vihan Jain Jing Wang Sanmit Narvekar Ritesh Agarwal Rui Wu 0020 Heng-Tze Cheng Tushar Chandra Craig Boutilier SlateQ: A Tractable Decomposition for Reinforcement Learning with Recommendation Sets. 2019 IJCAI https://doi.org/10.24963/ijcai.2019/360 conf/ijcai/2019 db/conf/ijcai/ijcai2019.html#IeJWNAWCCB19 2592-2599 Branislav Kveton Csaba Szepesvári Mohammad Ghavamzadeh Craig Boutilier Perturbed-History Exploration in Stochastic Multi-Armed Bandits. 2019 IJCAI https://doi.org/10.24963/ijcai.2019/386 conf/ijcai/2019 db/conf/ijcai/ijcai2019.html#KvetonSGB19 2786-2793 Martin Mladenov Ofer Meshi Jayden Ooi Dale Schuurmans Craig Boutilier Advantage Amplification in Slowly Evolving Latent-State Environments. 2019 IJCAI https://doi.org/10.24963/ijcai.2019/439 conf/ijcai/2019 db/conf/ijcai/ijcai2019.html#MladenovMOSB19 3165-3172 Branislav Kveton Csaba Szepesvári Mohammad Ghavamzadeh Craig Boutilier Perturbed-History Exploration in Stochastic Linear Bandits. 530-540 2019 UAI http://proceedings.mlr.press/v115/kveton20a.html http://auai.org/uai2019/proceedings/papers/176.pdf conf/uai/2019 db/conf/uai/uai2019.html#KvetonSGB19

Branislav Kveton Csaba Szepesvári Mohammad Ghavamzadeh Craig Boutilier Perturbed-History Exploration in Stochastic Multi-Armed Bandits. 2019 abs/1902.10089 CoRR http://arxiv.org/abs/1902.10089 db/journals/corr/corr1902.html#abs-1902-10089

Branislav Kveton Csaba Szepesvári Mohammad Ghavamzadeh Craig Boutilier Perturbed-History Exploration in Stochastic Linear Bandits. 2019 abs/1903.09132 CoRR http://arxiv.org/abs/1903.09132 db/journals/corr/corr1903.html#abs-1903-09132

Eugene Ie Vihan Jain Jing Wang Sanmit Narvekar Ritesh Agarwal Rui Wu 0020 Heng-Tze Cheng Morgane Lustman Vince Gatto Paul Covington Jim McFadden Tushar Chandra Craig Boutilier Reinforcement Learning for Slate-based Recommender Systems: A Tractable Decomposition and Practical Methodology. 2019 abs/1905.12767 CoRR http://arxiv.org/abs/1905.12767 db/journals/corr/corr1905.html#abs-1905-12767

Martin Mladenov Ofer Meshi Jayden Ooi Dale Schuurmans Craig Boutilier Advantage Amplification in Slowly Evolving Latent-State Environments. 2019 abs/1905.13559 CoRR http://arxiv.org/abs/1905.13559 db/journals/corr/corr1905.html#abs-1905-13559

Branislav Kveton Manzil Zaheer Csaba Szepesvári Lihong Li 0001 Mohammad Ghavamzadeh Craig Boutilier Randomized Exploration in Generalized Linear Bandits. 2019 abs/1906.08947 CoRR http://arxiv.org/abs/1906.08947 db/journals/corr/corr1906.html#abs-1906-08947

Eugene Ie Chih-Wei Hsu Martin Mladenov Vihan Jain Sanmit Narvekar Jing Wang Rui Wu 0020 Craig Boutilier RecSim: A Configurable Simulation Platform for Recommender Systems. 2019 abs/1909.04847 CoRR http://arxiv.org/abs/1909.04847 db/journals/corr/corr1909.html#abs-1909-04847

Moonkyung Ryu Yinlam Chow Ross Anderson Christian Tjandraatmadja Craig Boutilier CAQL: Continuous Action Q-Learning. 2019 abs/1909.12397 CoRR http://arxiv.org/abs/1909.12397 db/journals/corr/corr1909.html#abs-1909-12397

Ivan Vendrov Tyler Lu Qingqing Huang Craig Boutilier Gradient-based Optimization for Bayesian Preference Elicitation. 2019 abs/1911.09153 CoRR http://arxiv.org/abs/1911.09153 db/journals/corr/corr1911.html#abs-1911-09153

Craig Boutilier Toward User-Centric Recommender Systems. 2 2018 AAMAS http://dl.acm.org/citation.cfm?id=3237386 conf/atal/2018 db/conf/atal/aamas2018.html#Boutilier18 Craig Boutilier Alon Cohen Avinatan Hassidim Yishay Mansour Ofer Meshi Martin Mladenov Dale Schuurmans Planning and Learning with Stochastic Action Sets. 4674-4682 2018 IJCAI https://doi.org/10.24963/ijcai.2018/650 conf/ijcai/2018 db/conf/ijcai/ijcai2018.html#BoutilierCHMMMS18 Nevena Lazic Craig Boutilier Tyler Lu Eehern Wong Binz Roy M. K. Ryu Greg Imwalle Data center cooling using model-predictive control. 3818-3827 2018 NeurIPS https://proceedings.neurips.cc/paper/2018/hash/059fdcd96baeb75112f09fa1dcc740cc-Abstract.html http://papers.nips.cc/paper/7638-data-center-cooling-using-model-predictive-control conf/nips/2018 db/conf/nips/nips2018.html#LazicBLWRRI18 Tyler Lu Dale Schuurmans Craig Boutilier Non-delusional Q-learning and value-iteration. 9971-9981 2018 NeurIPS https://proceedings.neurips.cc/paper/2018/hash/5fd0245f6c9ddbdf3eff0f505975b6a7-Abstract.html http://papers.nips.cc/paper/8200-non-delusional-q-learning-and-value-iteration conf/nips/2018 db/conf/nips/nips2018.html#LuSB18

Craig Boutilier Alon Cohen Amit Daniely Avinatan Hassidim Yishay Mansour Ofer Meshi Martin Mladenov Dale Schuurmans Planning and Learning with Stochastic Action Sets. 2018 abs/1805.02363 CoRR http://arxiv.org/abs/1805.02363 db/journals/corr/corr1805.html#abs-1805-02363

Irwan Bello Sayali Kulkarni Sagar Jain Craig Boutilier Ed Huai-hsin Chi Elad Eban Xiyang Luo Alan Mackey Ofer Meshi Seq2Slate: Re-ranking and Slate Optimization with RNNs. 2018 abs/1810.02019 CoRR http://arxiv.org/abs/1810.02019 db/journals/corr/corr1810.html#abs-1810-02019

Andrew Perrault Craig Boutilier Multiple-Profile Prediction-of-Use Games. 275-295 2017 AAMAS Workshops (Selected Papers) https://doi.org/10.1007/978-3-319-71682-4_17 conf/atal/2017w db/conf/atal/aamas2017w.html#PerraultB17a Andrew Perrault Craig Boutilier Multiple-Profile Prediction-of-Use Games. 1688-1690 2017 AAMAS http://dl.acm.org/citation.cfm?id=3091405 conf/atal/2017 db/conf/atal/aamas2017.html#PerraultB17 Andrew Perrault Craig Boutilier Multiple-Profile Prediction-of-Use Games. 366-373 2017 IJCAI https://doi.org/10.24963/ijcai.2017/52 conf/ijcai/2017 db/conf/ijcai/ijcai2017.html#PerraultB17 Martin Mladenov Craig Boutilier Dale Schuurmans Ofer Meshi Gal Elidan Tyler Lu Logistic Markov Decision Processes. 2486-2493 2017 IJCAI https://doi.org/10.24963/ijcai.2017/346 conf/ijcai/2017 db/conf/ijcai/ijcai2017.html#MladenovBSMEL17

Tyler Lu Martin Zinkevich Craig Boutilier Binz Roy Dale Schuurmans Safe Exploration for Identifying Linear Systems via Robust Optimization. 2017 abs/1711.11165 CoRR http://arxiv.org/abs/1711.11165 db/journals/corr/corr1711.html#abs-1711-11165

Craig Boutilier Tyler Lu Budget Allocation using Weakly Coupled, Constrained Markov Decision Processes. 2016 UAI http://auai.org/uai2016/proceedings/papers/246.pdf conf/uai/2016 db/conf/uai/uai2016.html#BoutilierL16 Craig Boutilier Jeffrey S. Rosenschein Incomplete Information and Communication in Voting. 223-258 2016 Handbook of Computational Social Choice https://doi.org/10.1017/CBO9781107446984.011 reference/choice/2016 db/reference/choice/choice2016.html#BoutilierR16

Craig Boutilier Ioannis Caragiannis Simi Haber Tyler Lu Ariel D. Procaccia Or Sheffet Optimal social choice functions: A utilitarian view. 190-213 2015 227 Artif. Intell. https://doi.org/10.1016/j.artint.2015.06.003 db/journals/ai/ai227.html#BoutilierCHLPS15

Omer Lev Joel Oren Craig Boutilier Jeffrey S. Rosenschein The Pricing War Continues: On Competitive Multi-Item Pricing. 972-978 2015 AAAI https://doi.org/10.1609/aaai.v29i1.9303 conf/aaai/2015 db/conf/aaai/aaai2015.html#LevOBR15 Tyler Lu Craig Boutilier Value-Directed Compression of Large-Scale Assignment Problems. 1182-1190 2015 AAAI https://doi.org/10.1609/aaai.v29i1.9364 conf/aaai/2015 db/conf/aaai/aaai2015.html#LuB15 Xin Sui Craig Boutilier Optimal Group Manipulation in Facility Location Problems. 505-520 2015 ADT https://doi.org/10.1007/978-3-319-23114-3_30 conf/aldt/2015 db/conf/aldt/adt2015.html#SuiB15 Xin Sui Craig Boutilier Approximately Strategy-proof Mechanisms for (Constrained) Facility Location. 605-613 2015 AAMAS http://dl.acm.org/citation.cfm?id=2773233 conf/atal/2015 db/conf/atal/aamas2015.html#SuiB15 Andrew Perrault Craig Boutilier Approximately Stable Pricing for Coordinated Purchasing of Electricity. 2624-2631 2015 IJCAI http://ijcai.org/Abstract/15/372 conf/ijcai/2015 db/conf/ijcai/ijcai2015.html#PerraultB15 Amirali Salehi-Abari Craig Boutilier Preference-oriented Social Networks: Group Recommendation and Inference. 35-42 2015 RecSys https://doi.org/10.1145/2792838.2800190 conf/recsys/2015 db/conf/recsys/recsys2015.html#Salehi-AbariB15

Craig Boutilier Britta Dorn Nicolas Maudet Vincent Merlin Computational Social Choice: Theory and Applications (Dagstuhl Seminar 15241). 1-27 2015 5 Dagstuhl Reports 6 https://doi.org/10.4230/DagRep.5.6.1 db/journals/dagstuhl-reports/dagstuhl-reports5.html#BoutilierDMM15

Reshef Meir Tyler Lu Moshe Tennenholtz Craig Boutilier On the value of using group discounts under price competition. 163-178 2014 216 Artif. Intell. https://doi.org/10.1016/j.artint.2014.07.002 db/journals/ai/ai216.html#MeirLTB14

Tyler Lu Craig Boutilier Effective sampling and learning for mallows models with pairwise-preference data. 3783-3829 2014 15 J. Mach. Learn. Res. 1 https://dl.acm.org/doi/10.5555/2627435.2750366 db/journals/jmlr/jmlr15.html#LuB14

Joanna Drummond Craig Boutilier Preference Elicitation and Interview Minimization in Stable Matchings. 645-653 2014 AAAI https://doi.org/10.1609/aaai.v28i1.8829 conf/aaai/2014 db/conf/aaai/aaai2014.html#DrummondB14 Thanh Hong Nguyen Amulya Yadav Bo An 0001 Milind Tambe Craig Boutilier Regret-Based Optimization and Preference Elicitation for Stackelberg Security Games with Uncertainty. 756-762 2014 AAAI https://doi.org/10.1609/aaai.v28i1.8804 conf/aaai/2014 db/conf/aaai/aaai2014.html#NguyenYATB14 Craig Boutilier Jérôme Lang Joel Oren Héctor Palacios Robust Winners and Winner Determination Policies under Candidate Uncertainty. 1391-1397 2014 AAAI https://doi.org/10.1609/aaai.v28i1.8893 https://www.wikidata.org/entity/Q113424498 conf/aaai/2014 db/conf/aaai/aaai2014.html#BoutilierLOP14 Joel Oren Nina Narodytska Craig Boutilier A Game-Theoretic Analysis of Catalog Optimization. 1463-1470 2014 AAAI https://doi.org/10.1609/aaai.v28i1.8887 conf/aaai/2014 db/conf/aaai/aaai2014.html#OrenNB14 Amirali Salehi-Abari Craig Boutilier Empathetic social choice on social networks. 693-700 2014 AAMAS http://dl.acm.org/citation.cfm?id=2615843 conf/atal/2014 db/conf/atal/aamas2014.html#Salehi-AbariB14 Andrew Perrault Craig Boutilier Efficient coordinated power distribution on private infrastructure. 805-812 2014 AAMAS http://dl.acm.org/citation.cfm?id=2615861 conf/atal/2014 db/conf/atal/aamas2014.html#PerraultB14

Omer Lev Joel Oren Craig Boutilier Jeffrey S. Rosenschein The Pricing War Continues: On Competitive Multi-Item Pricing. 2014 abs/1408.0258 CoRR http://arxiv.org/abs/1408.0258 db/journals/corr/corr1408.html#LevOBR14

Reshef Meir Tyler Lu Moshe Tennenholtz Craig Boutilier On the Value of Using Group Discounts under Price Competition. 2013 AAAI https://doi.org/10.1609/aaai.v27i1.8641 conf/aaai/2013 db/conf/aaai/aaai2013.html#MeirLTB13 683-689 Joanna Drummond Craig Boutilier Elicitation and Approximately Stable Matching with Partial Preferences. 2013 IJCAI http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6840 http://ijcai.org/Abstract/13/025 conf/ijcai/2013 db/conf/ijcai/ijcai2013.html#DrummondB13 97-105 Tyler Lu Craig Boutilier Multi-Winner Social Choice with Incomplete Preferences. 2013 IJCAI http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6717 http://ijcai.org/Abstract/13/048 conf/ijcai/2013 db/conf/ijcai/ijcai2013.html#LuB13 263-270 Joel Oren Yuval Filmus Craig Boutilier Efficient Vote Elicitation under Candidate Uncertainty. 2013 IJCAI http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6710 http://ijcai.org/Abstract/13/054 conf/ijcai/2013 db/conf/ijcai/ijcai2013.html#OrenFB13 309-316 Xin Sui Craig Boutilier Tuomas Sandholm Analysis and Optimization of Multi-Dimensional Percentile Mechanisms. 2013 IJCAI http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6679 http://ijcai.org/Abstract/13/062 conf/ijcai/2013 db/conf/ijcai/ijcai2013.html#SuiBS13 367-374 Xin Sui Alex Francois-Nienaber Craig Boutilier Multi-Dimensional Single-Peaked Consistency and Its Approximations. 2013 IJCAI http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6720 http://ijcai.org/Abstract/13/063 conf/ijcai/2013 db/conf/ijcai/ijcai2013.html#SuiFB13 375-382

Craig Boutilier Fahiem Bacchus Ronen I. Brafman UCP-Networks: A Directed Graphical Representation of Conditional Utilities http://arxiv.org/abs/1301.2259 2013 CoRR abs/1301.2259 db/journals/corr/corr1301.html#abs-1301-2259

Pascal Poupart Craig Boutilier Vector-space Analysis of Belief-state Approximation for POMDPs http://arxiv.org/abs/1301.2304 2013 CoRR abs/1301.2304 db/journals/corr/corr1301.html#abs-1301-2304

Pascal Poupart Luis E. Ortiz Craig Boutilier Value-Directed Sampling Methods for POMDPs http://arxiv.org/abs/1301.2305 2013 CoRR abs/1301.2305 db/journals/corr/corr1301.html#abs-1301-2305

Craig Boutilier Approximately Optimal Monitoring of Plan Preconditions http://arxiv.org/abs/1301.3839 2013 CoRR abs/1301.3839 db/journals/corr/corr1301.html#abs-1301-3839

Pascal Poupart Craig Boutilier Value-Directed Belief State Approximation for POMDPs http://arxiv.org/abs/1301.3887 2013 CoRR abs/1301.3887 db/journals/corr/corr1301.html#abs-1301-3887

Craig Boutilier Ronen I. Brafman Holger H. Hoos David Poole 0001 Reasoning With Conditional Ceteris Paribus Preference Statem http://arxiv.org/abs/1301.6681 2013 CoRR abs/1301.6681 db/journals/corr/corr1301.html#abs-1301-6681

Craig Boutilier Moisés Goldszmidt Bikash Sabata Continuous Value Function Approximation for Sequential Bidding Policies http://arxiv.org/abs/1301.6682 2013 CoRR abs/1301.6682 db/journals/corr/corr1301.html#abs-1301-6682

Jesse Hoey Robert St-Aubin Alan J. Hu Craig Boutilier SPUDD: Stochastic Planning using Decision Diagrams http://arxiv.org/abs/1301.6704 2013 CoRR abs/1301.6704 db/journals/corr/corr1301.html#abs-1301-6704

Craig Boutilier Ronen I. Brafman Christopher W. Geib Structured Reachability Analysis for Markov Decision Processes http://arxiv.org/abs/1301.7361 2013 CoRR abs/1301.7361 db/journals/corr/corr1301.html#abs-1301-7361

Milos Hauskrecht Nicolas Meuleau Leslie Pack Kaelbling Thomas L. Dean Craig Boutilier Hierarchical Solution of Markov Decision Processes using Macro-actions http://arxiv.org/abs/1301.7381 2013 CoRR abs/1301.7381 db/journals/corr/corr1301.html#abs-1301-7381

Craig Boutilier Correlated Action Effects in Decision Theoretic Regression http://arxiv.org/abs/1302.1522 2013 CoRR abs/1302.1522 db/journals/corr/corr1302.html#abs-1302-1522

Adrian Y. W. Cheuk Craig Boutilier Structured Arc Reversal and Simulation of Dynamic Probabilistic Networks http://arxiv.org/abs/1302.1527 2013 CoRR abs/1302.1527 db/journals/corr/corr1302.html#abs-1302-1527

Craig Boutilier Learning Conventions in Multiagent Stochastic Domains using Likelihood Estimates http://arxiv.org/abs/1302.3561 2013 CoRR abs/1302.3561 db/journals/corr/corr1302.html#abs-1302-3561

Craig Boutilier Nir Friedman Moisés Goldszmidt Daphne Koller Context-Specific Independence in Bayesian Networks http://arxiv.org/abs/1302.3562 2013 CoRR abs/1302.3562 db/journals/corr/corr1302.html#abs-1302-3562

Richard Dearden Craig Boutilier Integrating Planning and Execution in Stochastic Domains http://arxiv.org/abs/1302.6799 2013 CoRR abs/1302.6799 db/journals/corr/corr1302.html#abs-1302-6799

Craig Boutilier The Probability of a Possibility: Adding Uncertainty to Default Rules http://arxiv.org/abs/1303.1509 2013 CoRR abs/1303.1509 db/journals/corr/corr1303.html#abs-1303-1509

Craig Boutilier Modal Logics for Qualitative Possibility and Beliefs http://arxiv.org/abs/1303.5393 2013 CoRR abs/1303.5393 db/journals/corr/corr1303.html#abs-1303-5393

Craig Boutilier Moisés Goldszmidt Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence (2000) http://arxiv.org/abs/1304.3842 2013 CoRR abs/1304.3842 db/journals/corr/corr1304.html#abs-1304-3842

Georgios Chalkiadakis Craig Boutilier Sequentially optimal repeated coalition formation under uncertainty. 441-484 2012 24 Auton. Agents Multi Agent Syst. 3 https://doi.org/10.1007/s10458-010-9157-y db/journals/aamas/aamas24.html#ChalkiadakisB12

Jesse Hoey Craig Boutilier Pascal Poupart Patrick Olivier Andrew Monk Alex Mihailidis People, sensors, decisions: Customizable and adaptive technologies for assistance in healthcare. 20:1-20:36 2012 2 ACM Trans. Interact. Intell. Syst. 4 https://doi.org/10.1145/2395123.2395125 db/journals/tiis/tiis2.html#HoeyBPOMM12

Craig Boutilier Ariel D. Procaccia A Dynamic Rationalization of Distance Rationalizability. 2012 AAAI https://doi.org/10.1609/aaai.v26i1.8240 conf/aaai/2012 db/conf/aaai/aaai2012.html#BoutilierP12 1278-1284 Craig Boutilier Eliciting forecasts from self-interested experts: scoring rules for decision makers. 737-744 2012 AAMAS http://dl.acm.org/citation.cfm?id=2343802 conf/atal/2012 db/conf/atal/aamas2012.html#Boutilier12 Laurent Charlin Richard S. Zemel Craig Boutilier Active Learning for Matching Problems. 2012 ICML http://icml.cc/2012/papers/197.pdf conf/icml/2012 db/conf/icml/icml2012.html#CharlinZB12 Craig Boutilier Ioannis Caragiannis Simi Haber Tyler Lu Ariel D. Procaccia Or Sheffet Optimal social choice functions: a utilitarian view. 197-214 2012 EC https://doi.org/10.1145/2229012.2229030 conf/sigecom/2012 db/conf/sigecom/sigecom2012.html#BoutilierCHLPS12 Tyler Lu Craig Boutilier Matching models for preference-sensitive group purchasing. 723-740 2012 EC https://doi.org/10.1145/2229012.2229068 conf/sigecom/2012 db/conf/sigecom/sigecom2012.html#LuB12 Tyler Lu Pingzhong Tang Ariel D. Procaccia Craig Boutilier Bayesian Vote Manipulation: Optimal Strategies and Impact on Welfare. 543-553 2012 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=2314&proceeding_id=28 conf/uai/2012 db/conf/uai/uai2012.html#LuTPB12

Laurent Charlin Richard S. Zemel Craig Boutilier A Framework for Optimizing Paper Matching http://arxiv.org/abs/1202.3706 2012 CoRR abs/1202.3706 db/journals/corr/corr1202.html#abs-1202-3706

Kevin Regan 0001 Craig Boutilier Regret-based Reward Elicitation for Markov Decision Processes http://arxiv.org/abs/1205.2619 2012 CoRR abs/1205.2619 db/journals/corr/corr1205.html#abs-1205-2619

Bowen Hui Craig Boutilier Toward Experiential Utility Elicitation for Interface Customization http://arxiv.org/abs/1206.3258 2012 CoRR abs/1206.3258 db/journals/corr/corr1206.html#abs-1206-3258

Laurent Charlin Richard S. Zemel Craig Boutilier Active Learning for Matching Problems http://arxiv.org/abs/1206.4647 2012 CoRR abs/1206.4647 db/journals/corr/corr1206.html#abs-1206-4647

Darius Braziunas Craig Boutilier Minimax regret based elicitation of generalized additive utilities http://arxiv.org/abs/1206.5255 2012 CoRR abs/1206.5255 db/journals/corr/corr1206.html#abs-1206-5255

Scott Sanner Craig Boutilier Practical Linear Value-approximation Techniques for First-order MDPs. 2012 abs/1206.6879 CoRR http://arxiv.org/abs/1206.6879 db/journals/corr/corr1206.html#SannerB12

Darius Braziunas Craig Boutilier Local Utility Elicitation in GAI Models http://arxiv.org/abs/1207.1361 2012 CoRR abs/1207.1361 db/journals/corr/corr1207.html#abs-1207-1361

Scott Sanner Craig Boutilier Approximate Linear Programming for First-order MDPs http://arxiv.org/abs/1207.1415 2012 CoRR abs/1207.1415 db/journals/corr/corr1207.html#abs-1207-1415

Nathanael Hyafil Craig Boutilier Regret Minimizing Equilibria and Mechanisms for Games with Strict Type Uncertainty http://arxiv.org/abs/1207.4147 2012 CoRR abs/1207.4147 db/journals/corr/corr1207.html#abs-1207-4147

Tyler Lu Pingzhong Tang Ariel D. Procaccia Craig Boutilier Bayesian Vote Manipulation: Optimal Strategies and Impact on Welfare http://arxiv.org/abs/1210.4895 2012 CoRR abs/1210.4895 db/journals/corr/corr1210.html#abs-1210-4895

Craig Boutilier Richard S. Zemel Benjamin M. Marlin Active Collaborative Filtering http://arxiv.org/abs/1212.2442 2012 CoRR abs/1212.2442 db/journals/corr/corr1212.html#abs-1212-2442

Craig Boutilier Rajarshi Das Jeffrey O. Kephart Gerald Tesauro William E. Walsh Cooperative Negotiation in Autonomic Systems using Incremental Utility Elicitation http://arxiv.org/abs/1212.2443 2012 CoRR abs/1212.2443 db/journals/corr/corr1212.html#abs-1212-2443

Xin Sui Craig Boutilier Efficiency and Privacy Tradeoffs in Mechanism Design. 2011 AAAI https://doi.org/10.1609/aaai.v25i1.7865 conf/aaai/2011 db/conf/aaai/aaai2011.html#SuiB11 738-744 Paolo Viappiani Craig Boutilier Recommendation Sets and Choice Queries: There Is No Exploration/Exploitation Tradeoff! 2011 AAAI https://doi.org/10.1609/aaai.v25i1.7954 conf/aaai/2011 db/conf/aaai/aaai2011.html#ViappianiB11 1571-1574 Paolo Viappiani Sandra Zilles Howard J. Hamilton Craig Boutilier A Bayesian Concept Learning Approach to Crowdsourcing. 2011 Interactive Decision Theory and Game Theory http://www.aaai.org/ocs/index.php/WS/AAAIW11/paper/view/3807 conf/aaai/2011game db/conf/aaai/game2011.html#ViappianiZHB11 Tyler Lu Craig Boutilier Vote Elicitation with Probabilistic Preference Models: Empirical Estimation and Cost Tradeoffs. 135-149 2011 ADT https://doi.org/10.1007/978-3-642-24873-3_11 conf/aldt/2011 db/conf/aldt/adt2011.html#LuB11 Paolo Viappiani Sandra Zilles Howard J. Hamilton Craig Boutilier Learning Complex Concepts Using Crowdsourcing: A Bayesian Approach. 277-291 2011 ADT https://doi.org/10.1007/978-3-642-24873-3_21 conf/aldt/2011 db/conf/aldt/adt2011.html#ViappianiZHB11 Craig Boutilier Preference Elicitation and Preference Learning in Social Choice. 1 2011 CPAIOR https://doi.org/10.1007/978-3-642-21311-3_1 conf/cpaior/2011 db/conf/cpaior/cpaior2011.html#Boutilier11 Tyler Lu Craig Boutilier Learning Mallows Models with Pairwise Preferences. 145-152 2011 ICML conf/icml/2011 https://icml.cc/2011/papers/135_icmlpaper.pdf db/conf/icml/icml2011.html#LuB11 Tyler Lu Craig Boutilier Budgeted Social Choice: From Consensus to Personalized Decision Making. 280-286 2011 IJCAI https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-057 conf/ijcai/2011 db/conf/ijcai/ijcai2011.html#LuB11 Tyler Lu Craig Boutilier Robust Approximation and Incremental Elicitation in Voting Protocols. 287-293 2011 IJCAI https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-058 conf/ijcai/2011 db/conf/ijcai/ijcai2011.html#LuB11a Kevin Regan 0001 Craig Boutilier Eliciting Additive Reward Functions for Markov Decision Processes. 2159-2164 2011 IJCAI https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-360 conf/ijcai/2011 db/conf/ijcai/ijcai2011.html#ReganB11 Kevin Regan 0001 Craig Boutilier Robust Online Optimization of Reward-Uncertain MDPs. 2165-2171 2011 IJCAI https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-361 conf/ijcai/2011 db/conf/ijcai/ijcai2011.html#ReganB11a Paolo Viappiani Sandra Zilles Howard J. Hamilton Craig Boutilier A Bayesian Concept Learning Approach to Crowdsourcing. 2011 ITWP@IJCAI https://ceur-ws.org/Vol-756/paper05.pdf conf/ijcai/2011itwp db/conf/ijcai/itwp2011.html#ViappianiZHB11 Laurent Charlin Richard S. Zemel Craig Boutilier A Framework for Optimizing Paper Matching. 86-95 2011 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=2195&proceeding_id=27 conf/uai/2011 db/conf/uai/uai2011.html#CharlinZB11

Craig Boutilier Thomas L. Dean Steve Hanks Decision-Theoretic Planning: Structural Assumptions and Computational Leverage http://arxiv.org/abs/1105.5460 2011 CoRR abs/1105.5460 db/journals/corr/corr1105.html#abs-1105-5460

Craig Boutilier Ronen I. Brafman Partial-Order Planning with Concurrent Interacting Actions http://arxiv.org/abs/1106.0249 2011 CoRR abs/1106.0249 db/journals/corr/corr1106.html#abs-1106-0249

Craig Boutilier Bob Price Accelerating Reinforcement Learning through Implicit Imitation http://arxiv.org/abs/1106.0681 2011 CoRR abs/1106.0681 db/journals/corr/corr1106.html#abs-1106-0681

Craig Boutilier Eliciting Forecasts from Self-interested Experts: Scoring Rules for Decision Makers http://arxiv.org/abs/1106.2489 2011 CoRR abs/1106.2489 db/journals/corr/corr1106.html#abs-1106-2489

Craig Boutilier Ronen I. Brafman Carmel Domshlak Holger H. Hoos David Poole 0001 CP-nets: A Tool for Representing and Reasoning withConditional Ceteris Paribus Preference Statements http://arxiv.org/abs/1107.0023 2011 CoRR abs/1107.0023 db/journals/corr/corr1107.html#abs-1107-0023

Jesse Hoey Pascal Poupart Axel von Bertoldi Tammy Craig Craig Boutilier Alex Mihailidis Automated handwashing assistance for persons with dementia using video and a partially observable Markov decision process. 503-519 2010 114 Comput. Vis. Image Underst. 5 https://doi.org/10.1016/j.cviu.2009.06.008 https://www.wikidata.org/entity/Q56228800 db/journals/cviu/cviu114.html#HoeyPBCBM10

William E. Walsh Craig Boutilier Tuomas Sandholm Rob Shields George L. Nemhauser David C. Parkes Automated Channel Abstraction for Advertising Auctions. 2010 AAAI https://doi.org/10.1609/aaai.v24i1.7641 conf/aaai/2010 db/conf/aaai/aaai2010.html#WalshBSSNP10 887-894 Kevin Regan 0001 Craig Boutilier Robust Policy Computation in Reward-Uncertain MDPs Using Nondominated Policies. 2010 AAAI https://doi.org/10.1609/aaai.v24i1.7740 conf/aaai/2010 db/conf/aaai/aaai2010.html#ReganB10 1127-1133 Craig Boutilier Kevin Regan 0001 Paolo Viappiani Simultaneous Elicitation of Preference Features and Utility. 2010 AAAI https://doi.org/10.1609/aaai.v24i1.7754 conf/aaai/2010 db/conf/aaai/aaai2010.html#BoutilierRV10 1160-1167 Paolo Viappiani Craig Boutilier Optimal Bayesian Recommendation Sets and Myopically Optimal Choice Query Sets. 2352-2360 2010 NIPS https://proceedings.neurips.cc/paper/2010/hash/550a141f12de6341fba65b0ad0433500-Abstract.html http://papers.nips.cc/paper/3943-optimal-bayesian-recommendation-sets-and-myopically-optimal-choice-query-sets conf/nips/2010 db/conf/nips/nips2010.html#ViappianiB10 Darius Braziunas Craig Boutilier Assessing regret-based preference elicitation with the UTPREF recommendation system. 219-228 2010 EC https://doi.org/10.1145/1807342.1807377 conf/sigecom/2010 db/conf/sigecom/sigecom2010.html#BraziunasB10 Tyler Lu Craig Boutilier The unavailable candidate model: a decision-theoretic view of social choice. 263-274 2010 EC https://doi.org/10.1145/1807342.1807385 conf/sigecom/2010 db/conf/sigecom/sigecom2010.html#LuB10

Scott Sanner Craig Boutilier Practical solution techniques for first-order MDPs. 748-788 2009 173 Artif. Intell. 5-6 https://doi.org/10.1016/j.artint.2008.11.003 db/journals/ai/ai173.html#SannerB09

Craig Boutilier Kevin Regan 0001 Paolo Viappiani Online feature elicitation in interactive optimization. 73-80 2009 ICML https://doi.org/10.1145/1553374.1553384 conf/icml/2009 db/conf/icml/icml2009.html#BoutilierRV09 Paolo Viappiani Craig Boutilier Optimal Set Recommendations Based on Regret. 2009 ITWP https://ceur-ws.org/Vol-528/paper3.pdf conf/ijcai/2009itwp db/conf/ijcai/itwp2009.html#ViappianiB09 Bowen Hui Grant A. Partridge Craig Boutilier A probabilistic mental model for estimating disruption. 287-296 2009 IUI https://doi.org/10.1145/1502650.1502691 conf/iui/2009 db/conf/iui/iui2009.html#HuiPB09 Paolo Viappiani Craig Boutilier Regret-based optimal recommendation sets in conversational recommender systems. 101-108 2009 RecSys https://doi.org/10.1145/1639714.1639732 conf/recsys/2009 db/conf/recsys/recsys2009.html#ViappianiB09 Craig Boutilier Kevin Regan 0001 Paolo Viappiani Preference elicitation with subjective features. 341-344 2009 RecSys https://doi.org/10.1145/1639714.1639783 conf/recsys/2009 db/conf/recsys/recsys2009.html#BoutilierRV09 Kevin Regan 0001 Craig Boutilier Regret-based Reward Elicitation for Markov Decision Processes. 444-451 2009 UAI https://www.auai.org/uai2009/papers/UAI2009_0135_1d0c1916138922fa44365476dbd72776.pdf conf/uai/2009 db/conf/uai/uai2009.html#ReganB09 Craig Boutilier IJCAI 2009, Proceedings of the 21st International Joint Conference on Artificial Intelligence, Pasadena, California, USA, July 11-17, 2009 IJCAI 2009 http://ijcai.org/proceedings/2009 db/conf/ijcai/ijcai2009.html

Darius Braziunas Craig Boutilier Elicitation of Factored Utilities. 79-92 2008 29 AI Mag. 4 https://doi.org/10.1609/aimag.v29i4.2203 db/journals/aim/aim29.html#BraziunasB08

Gitte Lindgaard Peter Egan Colin N. Jones Catherine Pyper Monique Frize Robin C. Walker Craig Boutilier Bowen Hui Sheila Narasimhan Janette Folkens Bill Winogron Intelligent Decision Support in Medicine: Back to Bayes? 2720-2736 2008 14 J. Univers. Comput. Sci. 16 db/journals/jucs/jucs14.html#LindgaardEJPFWBHNFW08 https://doi.org/10.3217/jucs-014-16-2720

Craig Boutilier David C. Parkes Tuomas Sandholm William E. Walsh Expressive Banner Ad Auctions and Model-Based Online Optimization for Clearing. 30-37 2008 AAAI conf/aaai/2008 db/conf/aaai/aaai2008.html#BoutilierPSW08 http://www.aaai.org/Library/AAAI/2008/aaai08-005.php William E. Walsh David C. Parkes Tuomas Sandholm Craig Boutilier Computing Reserve Prices and Identifying the Value Distribution in Real-world Auctions with Market Disruptions. 1499-1502 2008 AAAI conf/aaai/2008 db/conf/aaai/aaai2008.html#WalshPSB08 http://www.aaai.org/Library/AAAI/2008/aaai08-248.php Georgios Chalkiadakis Craig Boutilier Sequential decision making in repeated coalition formation under uncertainty. 347-354 2008 AAMAS (1) https://dl.acm.org/citation.cfm?id=1402435 conf/atal/2008-1 db/conf/atal/aamas2008-1.html#ChalkiadakisB08 Bowen Hui Sean Gustafson Pourang Irani Craig Boutilier The need for an interaction cost model in adaptive interfaces. 458-461 2008 AVI https://doi.org/10.1145/1385569.1385658 conf/avi/2008 db/conf/avi/avi2008.html#HuiGIB08 Bowen Hui Craig Boutilier Toward Experiential Utility Elicitation for Interface Customization. 298-305 2008 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=1954&proceeding_id=24 conf/uai/2008 db/conf/uai/uai2008.html#HuiB08 Nathanael Hyafil Craig Boutilier Partial Revelation Automated Mechanism Design. 72-78 2007 conf/aaai/2007 AAAI db/conf/aaai/aaai2007.html#HyafilB07 http://www.aaai.org/Library/AAAI/2007/aaai07-011.php Maxim Binshtok Ronen I. Brafman Solomon Eyal Shimony Ajay Mani Craig Boutilier Computing Optimal Subsets. 1231-1236 2007 conf/aaai/2007 AAAI db/conf/aaai/aaai2007.html#BinshtokBSMB07 http://www.aaai.org/Library/AAAI/2007/aaai07-195.php Scott Sanner Craig Boutilier Approximate Solution Techniques for Factored First-Order MDPs. 288-295 2007 ICAPS conf/aips/2007 db/conf/aips/icaps2007.html#SannerB07 http://www.aaai.org/Library/ICAPS/2007/icaps07-037.php Georgios Chalkiadakis Evangelos Markakis 0001 Craig Boutilier Coalition formation under uncertainty: bargaining equilibria and the Bayesian core stability concept. 64 2007 conf/atal/2007 AAMAS https://doi.org/10.1145/1329125.1329203 db/conf/atal/aamas2007.html#ChalkiadakisMB07 Georgios Chalkiadakis Craig Boutilier Coalitional Bargaining with Agent Type Uncertainty. 1227-1232 2007 conf/ijcai/2007 IJCAI http://ijcai.org/Proceedings/07/Papers/198.pdf db/conf/ijcai/ijcai2007.html#ChalkiadakisB07 Nathanael Hyafil Craig Boutilier Mechanism Design with Partial Revelation. 1333-1340 2007 conf/ijcai/2007 IJCAI http://ijcai.org/Proceedings/07/Papers/215.pdf db/conf/ijcai/ijcai2007.html#HyafilB07 Tuomas Sandholm Vincent Conitzer Craig Boutilier Automated Design of Multistage Mechanisms. 1500-1506 2007 conf/ijcai/2007 IJCAI http://ijcai.org/Proceedings/07/Papers/242.pdf db/conf/ijcai/ijcai2007.html#SandholmCB07 Darius Braziunas Craig Boutilier Minimax regret based elicitation of generalized additive utilities. 25-32 2007 UAI https://dl.acm.org/doi/10.5555/3020488.3020492 conf/uai/2007 db/conf/uai/uai2007.html#BraziunasB07

Craig Boutilier Relu Patrascu Pascal Poupart Dale Schuurmans Constraint-based optimization and utility elicitation using the minimax decision criterion. 686-713 2006 170 Artif. Intell. 8-9 https://doi.org/10.1016/j.artint.2006.02.003 db/journals/ai/ai170.html#BoutilierPPS06

Jennifer Boger Jesse Hoey Pascal Poupart Craig Boutilier Geoff R. Fernie Alex Mihailidis A Planning System Based on Markov Decision Processes to Guide People With Dementia Through Activities of Daily Living. 323-333 2006 10 IEEE Trans. Inf. Technol. Biomed. 2 https://doi.org/10.1109/TITB.2006.864480 https://www.wikidata.org/entity/Q40333850 db/journals/titb/titb10.html#BogerHPBFM06

Nathanael Hyafil Craig Boutilier Regret-based Incremental Partial Revelation Mechanisms. 2006 conf/aaai/2006 AAAI db/conf/aaai/aaai2006.html#HyafilB06 http://www.aaai.org/Library/AAAI/2006/aaai06-107.php 672-678 Darius Braziunas Craig Boutilier Preference Elicitation and Generalized Additive Utility. 2006 conf/aaai/2006 AAAI db/conf/aaai/aaai2006.html#BraziunasB06 http://www.aaai.org/Library/AAAI/2006/aaai06-253.php 1573-1576 Bowen Hui Craig Boutilier Who's asking for help?: a Bayesian approach to intelligent assistance. 186-193 2006 conf/iui/2006 IUI https://doi.org/10.1145/1111449.1111491 db/conf/iui/iui2006.html#HuiB06 Scott Sanner Craig Boutilier Practical Linear Value-approximation Techniques for First-order MDPs. 2006 conf/uai/2006 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=1302&proceeding_id=22 db/conf/uai/uai2006.html#SannerB06

Craig Boutilier The Influence of Influence Diagrams on Artificial Intelligence. 229-231 2005 2 Decis. Anal. 4 https://doi.org/10.1287/deca.1050.0054 db/journals/da/da2.html#Boutilier05

Relu Patrascu Craig Boutilier Rajarshi Das Jeffrey O. Kephart Gerald Tesauro William E. Walsh New Approaches to Optimization and Utility Elicitation in Autonomic Computing. 140-145 2005 conf/aaai/2005 AAAI db/conf/aaai/aaai2005.html#PatrascuBDKTW05 http://www.aaai.org/Library/AAAI/2005/aaai05-023.php Jesse Hoey Pascal Poupart Craig Boutilier Alex Mihailidis POMDP Models for Assistive Technology. 51-58 2005 AAAI Fall Symposium: Caring Machines https://www.aaai.org/Library/Symposia/Fall/2005/fs05-02-009.php conf/aaaifs/2005-2 db/conf/aaaifs/aaaifs2005-2.html#HoeyPBM05 Craig Boutilier Relu Patrascu Pascal Poupart Dale Schuurmans Regret-based Utility Elicitation in Constraint-based Decision Problems. 929-934 2005 conf/ijcai/2005 IJCAI http://ijcai.org/Proceedings/05/Papers/0398.pdf db/conf/ijcai/ijcai2005.html#BoutilierPPS05 Jennifer Boger Pascal Poupart Jesse Hoey Craig Boutilier Geoff R. Fernie Alex Mihailidis A Decision-Theoretic Approach to Task Assistance for Persons with Dementia. 1293-1299 2005 conf/ijcai/2005 IJCAI http://ijcai.org/Proceedings/05/Papers/1186.pdf db/conf/ijcai/ijcai2005.html#BogerPHBFM05 Darius Braziunas Craig Boutilier Local Utility Elicitation in GAI Models. 42-49 2005 conf/uai/2005 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=1186&proceeding_id=21 db/conf/uai/uai2005.html#BraziunasB05 Scott Sanner Craig Boutilier Approximate Linear Programming for First-order MDPs. 509-517 2005 conf/uai/2005 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=1168&proceeding_id=21 db/conf/uai/uai2005.html#SannerB05

Craig Boutilier Ronen I. Brafman Carmel Domshlak Holger H. Hoos David Poole 0001 Preference-Based Constrained Optimization with CP-Nets. 137-157 2004 20 Comput. Intell. 2 https://doi.org/10.1111/j.0824-7935.2004.00234.x https://www.wikidata.org/entity/Q59586150 db/journals/ci/ci20.html#BoutilierBDHP04

Craig Boutilier Ronen I. Brafman Carmel Domshlak Holger H. Hoos David Poole 0001 CP-nets: A Tool for Representing and Reasoning with Conditional Ceteris Paribus Preference Statements. 135-191 2004 21 J. Artif. Intell. Res. https://doi.org/10.1613/jair.1234 https://www.wikidata.org/entity/Q129492172 db/journals/jair/jair21.html#BoutilierBDHP04

Craig Boutilier Tuomas Sandholm Rob Shields Eliciting Bid Taker Non-price Preferences in (Combinatorial) Auctions. 204-211 2004 conf/aaai/2004 AAAI db/conf/aaai/aaai2004.html#BoutilierSS04 http://www.aaai.org/Library/AAAI/2004/aaai04-033.php Darius Braziunas Craig Boutilier Stochastic Local Search for POMDP Controllers. 690-696 2004 conf/aaai/2004 AAAI db/conf/aaai/aaai2004.html#BraziunasB04 http://www.aaai.org/Library/AAAI/2004/aaai04-109.php Georgios Chalkiadakis Craig Boutilier Bayesian Reinforcement Learning for Coalition Formation under Uncertainty. 1090-1097 2004 conf/atal/2004 AAMAS https://doi.ieeecomputersociety.org/10.1109/AAMAS.2004.10167 http://dl.acm.org/citation.cfm?id=1018877 db/conf/atal/aamas2004.html#ChalkiadakisB04 Alexander Kress Craig Boutilier A Study of Limited-Precision, Incremental Elicitation in Auctions. 1344-1345 2004 conf/atal/2004 AAMAS https://doi.ieeecomputersociety.org/10.1109/AAMAS.2004.10136 http://dl.acm.org/citation.cfm?id=1018867 db/conf/atal/aamas2004.html#KressB04 Pascal Poupart Craig Boutilier VDCBPI: an Approximate Scalable Algorithm for Large POMDPs. 2004 conf/nips/2004 NIPS https://proceedings.neurips.cc/paper/2004/hash/81c2f886f91e18fe16d6f4e865877cb6-Abstract.html http://papers.nips.cc/paper/2704-vdcbpi-an-approximate-scalable-algorithm-for-large-pomdps db/conf/nips/nips2004.html#PoupartB04 1081-1088 Nathanael Hyafil Craig Boutilier Regret Minimizing Equilibria and Mechanisms for Games with Strict Type Uncertainty. 268-277 2004 conf/uai/2004 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=1117&proceeding_id=20 db/conf/uai/uai2004.html#HyafilB04

Bob Price Craig Boutilier Accelerating Reinforcement Learning through Implicit Imitation. 569-629 2003 19 J. Artif. Intell. Res. https://doi.org/10.1613/jair.898 https://www.wikidata.org/entity/Q129525327 db/journals/jair/jair19.html#PriceB03

Richard S. Zemel Craig Boutilier An Active Approach to Collaborative Filtering. 2003 AISTATS https://proceedings.mlr.press/r4/zemel03a.html conf/aistats/2003 db/conf/aistats/aistats2003.html#ZemelB03 330-337 Georgios Chalkiadakis Craig Boutilier Coordination in multiagent reinforcement learning: a Bayesian approach. 709-716 2003 conf/atal/2003 AAMAS https://doi.org/10.1145/860575.860689 db/conf/atal/aamas2003.html#ChalkiadakisB03 Craig Boutilier Relu Patrascu Pascal Poupart Dale Schuurmans Constraint-Based Optimization with the Minimax Decision Criterion. 168-182 https://doi.org/10.1007/978-3-540-45193-8_12 2003 conf/cp/2003 CP db/conf/cp/cp2003.html#BoutilierPPS03 Craig Boutilier On the Foundations of Expected Expected Utility. 285-290 2003 conf/ijcai/2003 IJCAI db/conf/ijcai/ijcai2003.html#Boutilier03 http://ijcai.org/Proceedings/03/Papers/042.pdf Tianhan Wang Craig Boutilier Incremental Utility Elicitation with the Minimax Regret Decision Criterion. 309-318 2003 conf/ijcai/2003 IJCAI db/conf/ijcai/ijcai2003.html#WangB03 http://ijcai.org/Proceedings/03/Papers/046.pdf Bob Price Craig Boutilier A Bayesian Approach to Imitation in Reinforcement Learning. 712-720 2003 conf/ijcai/2003 IJCAI db/conf/ijcai/ijcai2003.html#PriceB03 http://ijcai.org/Proceedings/03/Papers/104.pdf Craig Boutilier Rajarshi Das Jeffrey O. Kephart William E. Walsh Towards Cooperative Negotiation for Decentralized Resource Allocation in Autonomic Computing Systems. 1458-1459 2003 conf/ijcai/2003 IJCAI db/conf/ijcai/ijcai2003.html#BoutilierDKW03 http://ijcai.org/Proceedings/03/Papers/237.pdf Pascal Poupart Craig Boutilier Bounded Finite State Controllers. 2003 conf/nips/2003 NIPS https://proceedings.neurips.cc/paper/2003/hash/4c5bcfec8584af0d967f1ab10179ca4b-Abstract.html http://papers.nips.cc/paper/2372-bounded-finite-state-controllers db/conf/nips/nips2003.html#PoupartB03 823-830 Craig Boutilier Rajarshi Das Jeffrey O. Kephart Gerald Tesauro William E. Walsh Cooperative Negotiation in Autonomic Systems using Incremental Utility Elicitation. 89-97 2003 conf/uai/2003 UAI db/conf/uai/uai2003.html#BoutilierDKTW03 https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=917&proceeding_id=19 Craig Boutilier Richard S. Zemel Benjamin M. Marlin Active Collaborative Filtering. 98-106 2003 conf/uai/2003 UAI db/conf/uai/uai2003.html#BoutilierZM03 https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=918&proceeding_id=19 Craig Boutilier A POMDP Formulation of Preference Elicitation Problems. 239-246 2002 conf/aaai/2002 AAAI/IAAI db/conf/aaai/aaai2002.html#Boutilier02 http://www.aaai.org/Library/AAAI/2002/aaai02-037.php Relu Patrascu Pascal Poupart Dale Schuurmans Craig Boutilier Carlos Guestrin Greedy Linear Value-Approximation for Factored Markov Decision Processes. 285-291 2002 conf/aaai/2002 AAAI/IAAI db/conf/aaai/aaai2002.html#PatrascuPSBG02 http://www.aaai.org/Library/AAAI/2002/aaai02-044.php Pascal Poupart Craig Boutilier Relu Patrascu Dale Schuurmans Piecewise Linear Value Function Approximation for Factored MDPs. 292-299 2002 conf/aaai/2002 AAAI/IAAI db/conf/aaai/aaai2002.html#PoupartBPS02 http://www.aaai.org/Library/AAAI/2002/aaai02-045.php Craig Boutilier Solving Concisely Expressed Combinatorial Auction Problems. 359-366 2002 conf/aaai/2002 AAAI/IAAI db/conf/aaai/aaai2002.html#Boutilier02a http://www.aaai.org/Library/AAAI/2002/aaai02-055.php Pascal Poupart Craig Boutilier Value-Directed Compression of POMDPs. 1547-1554 2002 conf/nips/2002 NIPS https://proceedings.neurips.cc/paper/2002/hash/14ea0d5b0cf49525d1866cb1e95ada5d-Abstract.html http://papers.nips.cc/paper/2192-value-directed-compression-of-pomdps db/conf/nips/nips2002.html#PoupartB02

Craig Boutilier Ronen I. Brafman Partial-Order Planning with Concurrent Interacting Actions. 105-136 2001 14 J. Artif. Intell. Res. https://doi.org/10.1613/jair.740 https://www.wikidata.org/entity/Q129533511 db/journals/jair/jair14.html#BoutilierB01

Bob Price Craig Boutilier Imitation and Reinforcement Learning in Agents with Heterogeneous Actions. 111-120 2001 conf/ai/2001 AI https://doi.org/10.1007/3-540-45153-6_11 db/conf/ai/ai2001.html#PriceB01 Craig Boutilier Raymond Reiter Bob Price Symbolic Dynamic Programming for First-Order MDPs. 690-700 2001 conf/ijcai/2001 IJCAI db/conf/ijcai/ijcai2001.html#BoutilierRP01 Craig Boutilier Holger H. Hoos Bidding Languages for Combinatorial Auctions. 1211-1217 2001 conf/ijcai/2001 IJCAI db/conf/ijcai/ijcai2001.html#BoutilierH01 Craig Boutilier Fahiem Bacchus Ronen I. Brafman UCP-Networks: A Directed Graphical Representation of Conditional Utilities. 56-64 2001 conf/uai/2001 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=83&proceeding_id=17 db/conf/uai/uai2001.html#BoutilierBB01 Pascal Poupart Craig Boutilier Vector-space Analysis of Belief-state Approximation for POMDPs. 445-452 2001 conf/uai/2001 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=130&proceeding_id=17 db/conf/uai/uai2001.html#PoupartB01 Pascal Poupart Luis E. Ortiz Craig Boutilier Value-Directed Sampling Methods for POMDPs. 453-461 2001 conf/uai/2001 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=131&proceeding_id=17 db/conf/uai/uai2001.html#PoupartOB01

Craig Boutilier Richard Dearden Moisés Goldszmidt Stochastic dynamic programming with factored representations. 49-107 2000 121 Artif. Intell. 1-2 db/journals/ai/ai121.html#BoutilierDG00 https://doi.org/10.1016/S0004-3702(00)00033-3 https://www.wikidata.org/entity/Q126771357

Holger H. Hoos Craig Boutilier Solving Combinatorial Auctions Using Stochastic Local Search. 22-29 2000 conf/aaai/2000 AAAI/IAAI db/conf/aaai/aaai2000.html#HoosB00 http://www.aaai.org/Library/AAAI/2000/aaai00-004.php Craig Boutilier Raymond Reiter Mikhail Soutchanski Sebastian Thrun Decision-Theoretic, High-Level Agent Programming in the Situation Calculus. 355-362 2000 conf/aaai/2000 AAAI/IAAI db/conf/aaai/aaai2000.html#BoutilierRST00 http://www.aaai.org/Library/AAAI/2000/aaai00-055.php Craig Boutilier Decision Making under Uncertainty: Operations Research Meets AI (Again). 1145-1150 2000 conf/aaai/2000 AAAI/IAAI db/conf/aaai/aaai2000.html#Boutilier00 http://www.aaai.org/Library/AAAI/2000/aaai00-208.php Robert St-Aubin Jesse Hoey Craig Boutilier APRICODD: Approximate Policy Construction Using Decision Diagrams. 1089-1095 2000 conf/nips/2000 NIPS db/conf/nips/nips2000.html#St-AubinHB00 https://proceedings.neurips.cc/paper/2000/hash/201d7288b4c18a679e48b31c72c30ded-Abstract.html http://papers.nips.cc/paper/1840-apricodd-approximate-policy-construction-using-decision-diagrams Craig Boutilier Approximately Optimal Monitoring of Plan Preconditions. 54-62 2000 conf/uai/2000 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=7&proceeding_id=16 db/conf/uai/uai2000.html#Boutilier00 Pascal Poupart Craig Boutilier Value-Directed Belief State Approximation for POMDPs. 497-506 2000 conf/uai/2000 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=58&proceeding_id=16 db/conf/uai/uai2000.html#PoupartB00 Craig Boutilier Moisés Goldszmidt UAI '00: Proceedings of the 16th Conference in Uncertainty in Artificial Intelligence, Stanford University, Stanford, California, USA, June 30 - July 3, 2000 UAI Morgan Kaufmann 2000 1-55860-709-9 db/conf/uai/uai2000.html

Craig Boutilier Multiagent Systems: Challenges and Opportunities for Decision-Theoretic Planning. 35-43 1999 20 AI Mag. 4 db/journals/aim/aim20.html#Boutilier99 https://doi.org/10.1609/aimag.v20i4.1477

Craig Boutilier Thomas L. Dean Steve Hanks Decision-Theoretic Planning: Structural Assumptions and Computational Leverage. 1-94 1999 11 J. Artif. Intell. Res. https://doi.org/10.1613/jair.575 https://www.wikidata.org/entity/Q129533582 db/journals/jair/jair11.html#BoutilierDH99

Bob Price Craig Boutilier Implicit Imitation in Multiagent Reinforcement Learning. 325-334 1999 conf/icml/1999 ICML db/conf/icml/icml1999.html#PriceB99 Craig Boutilier Moisés Goldszmidt Claire Monteleoni Bikash Sabata Resource Allocation Using Sequential Auctions. 131-152 1999 conf/amec/1999 Agent Mediated Electronic Commerce (IJCAI Workshop) db/conf/ijcai/ijcai99ec.html#BoutilierGMS99 https://doi.org/10.1007/10720026_8 Craig Boutilier Sequential Optimality and Coordination in Multiagent Systems. 478-485 1999 conf/ijcai/99 IJCAI db/conf/ijcai/ijcai99.html#Boutilier99 http://ijcai.org/Proceedings/99-1/Papers/069.pdf Craig Boutilier Moisés Goldszmidt Bikash Sabata Sequential Auctions for the Allocation of Resources with Complementarities. 527-523 1999 conf/ijcai/99 IJCAI db/conf/ijcai/ijcai99.html#BoutilierGS99 http://ijcai.org/Proceedings/99-1/Papers/076.pdf Craig Boutilier Ronen I. Brafman Holger H. Hoos David Poole 0001 Reasoning With Conditional Ceteris Paribus Preference Statements. 71-80 1999 conf/uai/1999 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=155&proceeding_id=15 db/conf/uai/uai1999.html#BoutilierBHP99 Craig Boutilier Moisés Goldszmidt Bikash Sabata Continuous Value Function Approximation for Sequential Bidding Policies. 81-90 1999 conf/uai/1999 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=156&proceeding_id=15 db/conf/uai/uai1999.html#BoutilierGS99 Jesse Hoey Robert St-Aubin Alan J. Hu Craig Boutilier SPUDD: Stochastic Planning using Decision Diagrams. 279-288 1999 conf/uai/1999 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=178&proceeding_id=15 db/conf/uai/uai1999.html#HoeySHB99 Craig Boutilier Knowledge Representation for Stochastic Decision Process. 111-152 https://doi.org/10.1007/3-540-48317-9_5 1999 books/sp/WooldridgeV99 Artificial Intelligence Today db/books/collections/AItoday.html#Boutilier99

Craig Boutilier A Unified Model of Qualitative Belief Change: A Dynamical Systems Perspective. 281-316 1998 98 Artif. Intell. 1-2 db/journals/ai/ai98.html#Boutilier98 https://doi.org/10.1016/S0004-3702(97)00066-0

Craig Boutilier Nir Friedman Joseph Y. Halpern Belief Revision with Unreliable Observations. 127-134 1998 conf/aaai/1998 AAAI/IAAI db/conf/aaai/aaai98.html#BoutilierFH98 http://www.aaai.org/Library/AAAI/1998/aaai98-018.php Nicolas Meuleau Milos Hauskrecht Kee-Eung Kim Leonid Peshkin Leslie Pack Kaelbling Thomas L. Dean Craig Boutilier Solving Very Large Weakly Coupled Markov Decision Processes. 165-172 1998 conf/aaai/1998 AAAI/IAAI db/conf/aaai/aaai98.html#MeuleauHKPKDB98 http://www.aaai.org/Library/AAAI/1998/aaai98-023.php Caroline Claus Craig Boutilier The Dynamics of Reinforcement Learning in Cooperative Multiagent Systems. 746-752 1998 conf/aaai/1998 AAAI/IAAI db/conf/aaai/aaai98.html#ClausB98 http://www.aaai.org/Library/AAAI/1998/aaai98-106.php Craig Boutilier Ronen I. Brafman Christopher W. Geib Structured Reachability Analysis for Markov Decision Processes. 24-32 1998 conf/uai/1998 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=229&proceeding_id=14 db/conf/uai/uai1998.html#BoutilierBG98 Milos Hauskrecht Nicolas Meuleau Leslie Pack Kaelbling Thomas L. Dean Craig Boutilier Hierarchical Solution of Markov Decision Processes using Macro-actions. 220-229 1998 conf/uai/1998 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=251&proceeding_id=14 db/conf/uai/uai1998.html#HauskrechtMKDB98

Richard Dearden Craig Boutilier Abstraction and Approximate Decision-Theoretic Planning. 219-283 1997 89 Artif. Intell. 1-2 db/journals/ai/ai89.html#DeardenB97 https://doi.org/10.1016/S0004-3702(96)00023-9

Craig Boutilier Yoav Shoham Michael P. Wellman Economic Principles of Multi-Agent Systems. 1-6 1997 94 Artif. Intell. 1-2 db/journals/ai/ai94.html#BoutilierSW97 https://doi.org/10.1016/S0004-3702(97)00029-5

Fahiem Bacchus Craig Boutilier Adam J. Grove Structured Solution Methods for Non-Markovian Decision Processes. 112-117 1997 conf/aaai/1997 AAAI/IAAI db/conf/aaai/aaai97.html#BacchusBG97 http://www.aaai.org/Library/AAAI/1997/aaai97-018.php Craig Boutilier Ronen I. Brafman Planning with Concurrent Interacting Actions. 720-726 1997 conf/aaai/1997 AAAI/IAAI db/conf/aaai/aaai97.html#BoutilierB97 http://www.aaai.org/Library/AAAI/1997/aaai97-112.php Craig Boutilier Ronen I. Brafman Christopher W. Geib Prioritized Goal Decomposition of Markov Decision Processes: Toward a Synthesis of Classical and Decision Theoretic Planning. 1156-1162 1997 conf/ijcai/1997 IJCAI db/conf/ijcai/ijcai97.html#BoutilierBG97 http://ijcai.org/Proceedings/97-2/Papers/053.pdf Craig Boutilier Correlated Action Effects in Decision Theoretic Regression. 30-37 1997 conf/uai/1997 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=292&proceeding_id=13 db/conf/uai/uai1997.html#Boutilier97 Adrian Y. W. Cheuk Craig Boutilier Structured Arc Reversal and Simulation of Dynamic Probabilistic Networks. 72-79 1997 conf/uai/1997 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=297&proceeding_id=13 db/conf/uai/uai1997.html#CheukB97

Craig Boutilier Abduction to Plausible Causes: An Event-Based model of Belief Update. 143-166 1996 83 Artif. Intell. 1 db/journals/ai/ai83.html#Boutilier96 https://doi.org/10.1016/0004-3702(94)00097-2

Craig Boutilier Iterated revision and minimal change of conditional beliefs. 263-305 1996 25 J. Philos. Log. 3 https://doi.org/10.1007/BF00248151 db/journals/jphil/jphil25.html#Boutilier96

Fahiem Bacchus Craig Boutilier Adam J. Grove Rewarding Behaviors. 1160-1167 1996 conf/aaai/1996-2 AAAI/IAAI, Vol. 2 db/conf/aaai/aaai96-2.html#BacchusBG96 http://www.aaai.org/Library/AAAI/1996/aaai96-172.php Craig Boutilier David Poole 0001 Computing Optimal Policies for Partially Observable Decision Processes Using Compact Representations. 1168-1175 1996 conf/aaai/1996-2 AAAI/IAAI, Vol. 2 db/conf/aaai/aaai96-2.html#BoutilierP96 http://www.aaai.org/Library/AAAI/1996/aaai96-173.php Craig Boutilier Moisés Goldszmidt The Frame Problem and Bayesian Network Action Representation. 69-83 1996 conf/ai/1996 AI db/conf/ai/ai96.html#BoutilierG96 https://doi.org/10.1007/3-540-61291-2_42 Craig Boutilier Richard Dearden Approximate Value Trees in Structured Dynamic Programming. 54-62 1996 conf/icml/1996 ICML db/conf/icml/icml1996.html#BoutilierD96 Craig Boutilier Planning, Learning and Coordination in Multiagent Decision Processes. 195-210 1996 conf/tark/1996 TARK db/conf/tark/tark1996.html#Boutilier96 Craig Boutilier Learning Conventions in Multiagent Stochastic Domains using Likelihood Estimates. 106-114 1996 conf/uai/1996 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=358&proceeding_id=12 db/conf/uai/uai1996.html#Boutilier96 Craig Boutilier Nir Friedman Moisés Goldszmidt Daphne Koller Context-Specific Independence in Bayesian Networks. 115-123 1996 conf/uai/1996 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=359&proceeding_id=12 db/conf/uai/uai1996.html#BoutilierFGK96

Craig Boutilier Verónica Becher Abduction as Belief Revision. 43-94 1995 77 Artif. Intell. 1 db/journals/ai/ai77.html#BoutilierB95 https://doi.org/10.1016/0004-3702(94)00025-V

Craig Boutilier On the Revision of Probabilistic Belief States. 158-183 1995 36 Notre Dame J. Formal Log. 1 db/journals/ndjfl/ndjfl36.html#Boutilier95 https://doi.org/10.1305/ndjfl/1040308833

Craig Boutilier Martin L. Puterman Process-Oriented Planning and Average-Reward Optimality. 1096-1103 1995 conf/ijcai/1995 IJCAI db/conf/ijcai/ijcai95.html#BoutilierP95 http://ijcai.org/Proceedings/95-2/Papers/011.pdf Craig Boutilier Richard Dearden Moisés Goldszmidt Exploiting Structure in Policy Construction. 1104-1113 1995 conf/ijcai/1995 IJCAI db/conf/ijcai/ijcai95.html#BoutilierDG95 http://ijcai.org/Proceedings/95-2/Papers/012.pdf Craig Boutilier Generalized Update: Belief Change in Dynamic Settings. 1550-1556 1995 conf/ijcai/1995 IJCAI db/conf/ijcai/ijcai95.html#Boutilier95 http://ijcai.org/Proceedings/95-2/Papers/069.pdf

Craig Boutilier Unifying Default Reasoning and Belief Revision in a Modal Framework. 33-85 1994 68 Artif. Intell. 1 db/journals/ai/ai68.html#Boutilier94 https://doi.org/10.1016/0004-3702(94)90095-7

Craig Boutilier Conditional Logics of Normality: A Modal Approach. 87-154 1994 68 Artif. Intell. 1 db/journals/ai/ai68.html#Boutilier94a https://doi.org/10.1016/0004-3702(94)90096-5

Craig Boutilier Believing on the Basis of Qualitative Rules: Commentary on Kyburg. 26-32 1994 10 Comput. Intell. db/journals/ci/ci10.html#Boutilier94 https://doi.org/10.1111/j.1467-8640.1994.tb00142.x

Craig Boutilier Modal logics for qualitative possibility theory. 173-201 1994 10 Int. J. Approx. Reason. 2 https://doi.org/10.1016/0888-613X(94)90015-9 db/journals/ijar/ijar10.html#Boutilier94

Craig Boutilier Richard Dearden Using Abstractions for Decision-Theoretic Planning with Time Constraints. 1016-1022 1994 conf/aaai/1994-2 AAAI db/conf/aaai/aaai94-2.html#BoutilierD94 http://www.aaai.org/Library/AAAI/1994/aaai94-156.php Craig Boutilier Toward a Logic for Qualitative Decision Theory. 75-86 1994 conf/kr/1994 KR db/conf/kr/kr94.html#Boutilier94 Richard Dearden Craig Boutilier Integrating Planning and Execution in Stochastic Domains. 162-169 1994 conf/uai/1994 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=500&proceeding_id=10 db/conf/uai/uai1994.html#DeardenB94

Craig Boutilier On the Semantics of Stable Inheritance Reasoning. 73-110 1993 9 Comput. Intell. db/journals/ci/ci9.html#Boutilier93 https://doi.org/10.1111/j.1467-8640.1993.tb00302.x

Craig Boutilier Verónica Becher Abduction As Belief Revision: A Model of Preferred Explanations. 642-648 1993 conf/aaai/1993 AAAI db/conf/aaai/aaai93.html#BoutilierB93 http://www.aaai.org/Library/AAAI/1993/aaai93-096.php Craig Boutilier Moisés Goldszmidt Revision by Conditional Beliefs. 649-654 1993 conf/aaai/1993 AAAI db/conf/aaai/aaai93.html#BoutilierG93 http://www.aaai.org/Library/AAAI/1993/aaai93-097.php Craig Boutilier Revision Sequences and Nested Conditionals. 519-525 1993 conf/ijcai/1993 IJCAI db/conf/ijcai/ijcai93.html#Boutilier93 http://ijcai.org/Proceedings/93-1/Papers/073.pdf Craig Boutilier The Probability of a Possibility: Adding Uncertainty to Default Rules. 461-468 1993 conf/uai/1993 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=612&proceeding_id=9 db/conf/uai/uai1993.html#Boutilier93 Craig Boutilier Conditional logics for default reasoning and belief revision. University of Toronto, Canada 1992 https://librarysearch.library.utoronto.ca/permalink/01UTORONTO_INST/14bjeso/alma991105918581406196

Craig Boutilier Epistemic Entrenchment in autoepistemic logic. 5-29 1992 17 Fundam. Informaticae 1-2 db/journals/fuin/fuin17.html#Boutilier92

Craig Boutilier A Logic for Revision and Subjunctive Queries. 609-615 1992 conf/aaai/1992 AAAI db/conf/aaai/aaai92.html#Boutilier92 http://www.aaai.org/Library/AAAI/1992/aaai92-094.php Craig Boutilier Normative, Subjunctive and Autoepistemic Defaults. 74-97 1992 conf/ecai/1992w1 ECAI Workshop on Knowledge Representation and Reasoning db/conf/ecai/ecai1992w1.html#Boutilier92 https://doi.org/10.1007/3-540-58107-3_5 Craig Boutilier Normative, Subjunctive, and Autoepistemic Defaults: Adopting the Ramsey Test. 685-696 1992 conf/kr/1992 KR db/conf/kr/kr92.html#Boutilier92 Craig Boutilier Modal Logics for Qualitative Possibility and Beliefs. 17-24 1992 conf/uai/1992 UAI https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=625&proceeding_id=8 db/conf/uai/uai1992.html#Boutilier92 Craig Boutilier Inaccessible Worlds and Irrelevance: Preliminary Report. 413-418 1991 conf/ijcai/1991 IJCAI db/conf/ijcai/ijcai91.html#Boutilier91 http://ijcai.org/Proceedings/91-1/Papers/064.pdf Craig Boutilier Conditional Logics of Normality as Modal Systems. 594-599 1990 conf/aaai/1990 AAAI db/conf/aaai/aaai90.html#Boutilier90 http://www.aaai.org/Library/AAAI/1990/aaai90-089.php Craig Boutilier A Semantical Approach to Stable Inheritance Reasoning. 1134-1139 1989 conf/ijcai/1989 IJCAI db/conf/ijcai/ijcai89.html#Boutilier89 http://ijcai.org/Proceedings/89-2/Papers/046.pdf Pieter Abbeel Rishabh Agarwal Ritesh Agarwal Amr Ahmed 0001 Ifeoma Ajunwa Bo An 0001 Ross Anderson McKane Andrus Neha Arora 0001 Amar Ashar Parisa Assar Fahiem Bacchus Chloé Bakalar Krisztian Balog Lex Beattie Verónica Becher Irwan Bello Omer Ben-Porat Guy Berger Axel von Bertoldi Alex Beutel Maxim Binshtok Erdem Biyik Jennifer Boger Ronen I. Brafman Darius Braziunas Avi Caciularu Ioannis Caragiannis Georgios Chalkiadakis Tushar Chandra Laurent Charlin Minmin Chen Heng-Tze Cheng Adrian Y. W. Cheuk Ed H. ChiEd Huai-hsin Chi Yuejie Chi Yinlam Chow Konstantina Christakopoulou Caroline Claus Alon Cohen Deborah Cohen Christopher Colby Vincent Conitzer Paul Covington Tammy Craig Elliot Creager Morgan Currie Bo Dai 0001 Amit Daniely Rajarshi Das Thomas L. Dean Richard Dearden Fernando Diaz 0001 Carmel Domshlak Britta Dorn Finale Doshi-Velez Joanna Drummond Yuqing Du Elad Eban Peter Egan Michael D. Ekstrand Gal Elidan Ying Fan Aleksandra Faust Geoffrey R. FernieGeoff R. Fernie Yuval Filmus Michael Fink Janette Folkens Alex Francois-Nienaber Nir Friedman Monique Frize Sanjay GanapathySanjay Ganapathy Subramaniam Vince Gatto Christopher W. Geib Mohammad Ghavamzadeh Amir Globerson Sally Goldman Moisés Goldszmidt Christina Göpfert Ido Greenberg Adam J. Grove Shixiang GuShixiang Shane Gu Carlos Guestrin Dhawal Gupta Izzeddin Gur Sean Gustafson Simi Haber Gillian K. Hadfield Dylan Hadfield-Menell Alex Haig Alon Y. Halevy Joseph Y. Halpern Howard J. Hamilton Jiawei Han 0001 Steve Hanks Avinatan Hassidim Milos Hauskrecht Liam Hebert Natali Helberger Jesse Hoey Joey Hong Holger H. Hoos Michael C. Horowitz Chih-Wei Hsu Alan J. Hu R. Lily Hu Qingqing Huang Bowen Hui Nathanael Hyafil Eugene Ie Greg Imwalle Pourang Irani Charles L. Isbell Jr.Charles Isbell Sagar Jain Vihan Jain Jihwan Jeong Pengcheng Jiang Sara Johansen Colin N. Jones Leslie Pack Kaelbling Maryam Karimzadehgan Orgad Keller Jeffrey O. Kephart Lianne Kerlin Kee-Eung Kim Hiroaki Kitano Daphne Koller Mikhail Konobeev Alexander Kress Sayali Kulkarni Aviral Kumar Dima Kuzmin Branislav Kveton Jérôme Lang Oran Lang Kate Larson Nevena Lazic Ya Le Honglak Lee Kangwook Lee 0001 Kimin Lee Claire Leibowicz Omer Lev Karen Levy Ang Li Judith Yue Li Lihong Li 0001 Na Li 0002 Shane Li Wai Lok Sibon Li Xiang Li Anthony Liang Ethan Liang Xujian Liang Yi Liang Gitte Lindgaard Michael L. Littman Ge Liu Hao Liu 0055 Xue (Steve) LiuXue Liu 0001 Tyler Lu Xiyang Luo Morgane Lustman Terah Lyons Haitong Ma Alan Mackey Ajay Mani Shie Mannor Yishay Mansour Evangelos Markakis 0001 Benjamin M. Marlin Carlos Martin 0001 Yossi Matias Nicolas Maudet Nicolas Mayoraz Jim McFadden Reshef Meir Vincent Merlin Nadav Merlis Ofer Meshi Nicolas Meuleau Alex Mihailidis Melanie Mitchell Tanushree Mitra Martin Mladenov Andrew F. MonkAndrew Monk Ali Montazeralghaem Claire Monteleoni Ofir Nabati Ofir Nachum Sheila Narasimhan Nina Narodytska Sanmit Narvekar George L. Nemhauser Thanh Hong Nguyen Patrick Olivier Jayden Ooi Joel Oren Luis E. Ortiz Carolina Osorio Héctor Palacios David C. Parkes Grant A. Partridge Relu Patrascu Hao Peng 0009 Andrew Perrault Leonid Peshkin Hubert Pham James Pine Anton Polishko David Poole 0001 Pascal Poupart Siddharth Prasad Bob Price Ariel D. Procaccia Polina Proutskova Martin L. Puterman Catherine Pyper Filip Radlinski Deepak Ramachandran Kevin Regan 0001 Raymond Reiter Aviv Rosenberg 0002 Jeffrey S. Rosenschein Binz Roy M. K. Ryu Moonkyung Ryu Bikash Sabata Amirali Salehi-Abari Tuomas Sandholm Scott Sanner Ben Scheetz Dale Schuurmans Connie Moon Sehat Julie A. ShahJulie Shah Lior Shani Or Sheffet Rob Shields Solomon Eyal Shimony Yoav Shoham Spandana Singh Steven A. Sloman Sungryull Sohn Mikhail Soutchanski Robert St-Aubin Jonathan Stray Andy Su DiJia SuDijia Su Kun Su Xin Sui Kevin Swersky Csaba Szepesvári Idan Szpektor Milind Tambe Pingzhong Tang Guy Tennenholtz Moshe Tennenholtz Gerald Tesauro Sridhar Thiagarajan Sebastian Thrun Christian Tjandraatmadja Andrew Tomkins Dustin Tran Aza TulepbergenovAzamat Tulepbergenov Shannon Vallor Nina Vasan Ivan Vendrov Paolo Viappiani David Vickrey Sanne Vrijenhoek Robin C. Walker Toby Walsh William E. Walsh Zhong Yi Wan Hongning Wang Jing Wang Nan Wang Tianhan Wang Olivia Watkins Michael P. Wellman Bill Winogron Eehern Wong Haolun Wu Rui Wu 0020 Amulya Yadav Li Yang 0030 Tong Yang 0007 Fan Yao 0002 Manzil Zaheer Richard S. Zemel Ruohan Zhan Amy X. ZhangAmy Xian Zhang Vincent Zhuang Sandra Zilles Martin Zinkevich Masrour Zoghi