RESPOND: Responsive Engagement Strategy for Predictive Orchestration and Dialogue.

Dan Bohus http://research.microsoft.com/en-us/um/people/dbohus/ https://orcid.org/0000-0002-6283-0590 Microsoft Research, Redmond, WA, USA

Meng-Chen Lee Costas Panay Javier Hernandez Sean Andrist Dan Bohus Anatoly Churikov Andrew D. Wilson RESPOND: Responsive Engagement Strategy for Predictive Orchestration and Dialogue. 2026 March abs/2603.21682 CoRR https://doi.org/10.48550/arXiv.2603.21682 db/journals/corr/corr2603.html#abs-2603-21682 streams/journals/corr

Dan Bohus Sean Andrist Ann Paradiso Nick Saw Tim J. Schoonbeek Maia Stiber SigmaCollab: An Application-Driven Dataset for Physically Situated Collaboration. 2025 November abs/2511.02560 CoRR https://doi.org/10.48550/arXiv.2511.02560 db/journals/corr/corr2511.html#abs-2511-02560 streams/journals/corr

Dan Bohus Sean Andrist Yuwei Bao Eric Horvitz Ann Paradiso "Is This It?": Towards Ecologically Valid Benchmarks for Situated Collaboration. 41-45 2024 ICMI Companion https://doi.org/10.1145/3686215.3690152 conf/icmi/2024c db/conf/icmi/icmi2024c.html#BohusABHP24 Maia Stiber Dan Bohus Sean Andrist "Uh, This One?": Leveraging Behavioral Signals for Detecting Confusion during Physical Tasks. 194-203 2024 ICMI https://doi.org/10.1145/3678957.3685727 conf/icmi/2024 db/conf/icmi/icmi2024.html#StiberBA24 Dan Bohus Sean Andrist Nick Saw Ann Paradiso Ishani Chakraborty Mahdi Rad SIGMA: An Open-Source Interactive System for Mixed-Reality Task Assistance Research - Extended Abstract. 889-890 2024 VR Workshops https://doi.org/10.1109/VRW62533.2024.00241 conf/vr/2024w db/conf/vr/vr2024w.html#BohusASPCR24

Dan Bohus Sean Andrist Nick Saw Ann Paradiso Ishani Chakraborty Mahdi Rad SIGMA: An Open-Source Interactive System for Mixed-Reality Task Assistance Research. 2024 abs/2405.13035 CoRR https://doi.org/10.48550/arXiv.2405.13035 db/journals/corr/corr2405.html#abs-2405-13035

Dan Bohus Sean Andrist Yuwei Bao Eric Horvitz Ann Paradiso "Is This It?": Towards Ecologically Valid Benchmarks for Situated Collaboration. 2024 abs/2409.10525 CoRR https://doi.org/10.48550/arXiv.2409.10525 db/journals/corr/corr2409.html#abs-2409-10525 streams/journals/corr

Xin Wang Taein Kwon Mahdi Rad Bowen Pan Ishani Chakraborty Sean Andrist Dan Bohus Ashley Feniello Bugra Tekin Felipe Vieira Frujeri Neel Joshi Marc Pollefeys HoloAssist: an Egocentric Human Interaction Dataset for Interactive AI Assistants in the Real World. 20213-20224 2023 ICCV https://doi.org/10.1109/ICCV51070.2023.01854 conf/iccv/2023 db/conf/iccv/iccv2023.html#WangKRPCABFTFJP23 Sean Andrist Dan Bohus Zongjian Li Mohammad Soleymani 0001 Platform for Situated Intelligence and OpenSense: A Tutorial on Building Multimodal Interactive Applications for Research. 105-106 2023 ICMI Companion https://doi.org/10.1145/3610661.3617603 conf/icmi/2023c db/conf/icmi/icmi2023c.html#AndristBL023

Dan Bohus Sean Andrist Ashley Feniello Nick Saw Eric Horvitz Continual Learning about Objects in the Wild: An Interactive Approach. 476-486 2022 ICMI https://doi.org/10.1145/3536221.3556567 conf/icmi/2022 db/conf/icmi/icmi2022.html#BohusAFSH22 Sean Andrist Dan Bohus Ashley Feniello Nick Saw Developing Mixed Reality Applications with Platform for Situated Intelligence. 48-50 2022 VR Workshops https://doi.org/10.1109/VRW55335.2022.00018 conf/vr/2022w db/conf/vr/vr2022w.html#AndristBFS22

Dan Bohus Sean Andrist Ashley Feniello Nick Saw Mihai Jalobeanu Patrick Sweeney Anne Loomis Thompson Eric Horvitz Platform for Situated Intelligence. 2021 abs/2103.15975 CoRR https://arxiv.org/abs/2103.15975 db/journals/corr/corr2103.html#abs-2103-15975

Xiang Zhi Tan Sean Andrist Dan Bohus Eric Horvitz Now, Over Here: Leveraging Extended Attentional Capabilities in Human-Robot Interaction. 468-470 2020 HRI (Companion) https://doi.org/10.1145/3371382.3378363 conf/hri/2020c db/conf/hri/hri2020c.html#TanABH20

Sean Andrist Dan Bohus Accelerating the Development of Multimodal, Integrative-AI Systems with Platform for Situated Intelligence. 2020 abs/2010.06084 CoRR https://arxiv.org/abs/2010.06084 db/journals/corr/corr2010.html#abs-2010-06084

Sean Andrist Dan Bohus Ashley Feniello Demonstrating a Framework for Rapid Development of Physically Situated Interactive Systems. 668 2019 HRI https://doi.org/10.1109/HRI.2019.8673067 conf/hri/2019 db/conf/hri/hri2019.html#AndristBF19 Dan Bohus Eric Horvitz Situated interaction. 2019 The Handbook of Multimodal-Multisensor Interfaces, Volume 3 (3) https://doi.org/10.1145/3233795.3233800 books/acm/19/OSCSPK2019 db/books/collections/OSCSPK2019.html#BohusH19 Dan Bohus Sean Andrist Mihai Jalobeanu Rapid development of multimodal interactive systems: a demonstration of platform for situated intelligence. 493-494 2017 ICMI https://doi.org/10.1145/3136755.3143021 conf/icmi/2017 db/conf/icmi/icmi2017.html#BohusAJ17 Sean Andrist Dan Bohus Ece Kamar Eric Horvitz What Went Wrong and Why? Diagnosing Situated Interaction Failures in the Wild. 293-303 2017 ICSR https://doi.org/10.1007/978-3-319-70022-9_29 conf/socrob/2017 db/conf/socrob/icsr2017.html#AndristBKH17

Sean Andrist Dan Bohus Bilge Mutlu David Schlangen Turn-Taking and Coordination in Human-Machine Interaction. 5-6 2016 37 AI Mag. 4 https://doi.org/10.1609/aimag.v37i4.2700 db/journals/aim/aim37.html#AndristBMS16

Sean Andrist Dan Bohus Zhou Yu Eric Horvitz Are You Messing with Me?: Querying about the Sincerity of Interactions in the Open World. 409-410 2016 HRI https://doi.org/10.1109/HRI.2016.7451780 http://dl.acm.org/citation.cfm?id=2906901 conf/hri/2016 db/conf/hri/hri2016.html#AndristBYH16

Nitin Agarwal 0001 Sean Andrist Dan Bohus Fei Fang 0001 Laurie Fenstermacher Lalana Kagal Takashi Kido Christopher Kiekintveld William F. Lawless Huan Liu 0001 Andrew McCallum Hemant Purohit Oshani Seneviratne Keiki Takadama Gavin Taylor Reports on the 2015 AAAI Spring Symposium Series. 113-119 2015 36 AI Mag. 3 https://doi.org/10.1609/aimag.v36i3.2608 https://www.wikidata.org/entity/Q125689434 db/journals/aim/aim36.html#AgarwalABFFKKKL15

Zhou Yu Dan Bohus Eric Horvitz Incremental Coordination: Attention-Centric Speech Production in a Physically Situated Conversational Agent. 402-406 2015 SIGDIAL Conference https://doi.org/10.18653/v1/w15-4652 https://aclanthology.org/W15-4652/ conf/sigdial/2015 db/conf/sigdial/sigdial2015.html#YuBH15 Zhengyou Zhang Phil Cohen 0001 Dan Bohus Radu Horaud Helen Meng Proceedings of the 2015 ACM on International Conference on Multimodal Interaction, Seattle, WA, USA, November 09 - 13, 2015 ACM ICMI 2015 978-1-4503-3912-4 http://dl.acm.org/citation.cfm?id=2818346 db/conf/icmi/icmi2015.html Dan Bohus Chit W. Saw Eric Horvitz Directions robot: in-the-wild experiences and lessons learned. 637-644 2014 AAMAS http://dl.acm.org/citation.cfm?id=2615835 conf/atal/2014 db/conf/atal/aamas2014.html#BohusSH14 Dan Bohus Attention and Gaze in Situated Language Interaction. 1 2014 GazeIn@ICMI https://dl.acm.org/citation.cfm?id=2666643 conf/icmi/2014gazein db/conf/icmi/gazein2014.html#Bohus14 Dan Bohus Eric Horvitz Managing Human-Robot Engagement with Forecasts and... <i>um</i>... Hesitations. 2-9 2014 ICMI https://doi.org/10.1145/2663204.2663241 conf/icmi/2014 db/conf/icmi/icmi2014.html#BohusH14 Tomislav Pejsa Dan Bohus Michael F. Cohen Chit W. Saw James Mahoney Eric Horvitz Natural Communication about Uncertainties in Situated Interaction. 283-290 2014 ICMI https://doi.org/10.1145/2663204.2663249 conf/icmi/2014 db/conf/icmi/icmi2014.html#PejsaBCSMH14 Samer Al Moubayed Dan Bohus Anna Esposito Dirk Heylen Maria Koutsombogera Harris Papageorgiou Gabriel Skantze UM3I 2014: International Workshop on Understanding and Modeling Multiparty, Multimodal Interactions. 537-538 2014 ICMI https://doi.org/10.1145/2663204.2668321 conf/icmi/2014 db/conf/icmi/icmi2014.html#MoubayedBEHKPS14 Margaret Mitchell Dan Bohus Ece Kamar Crowdsourcing Language Generation Templates for Dialogue Systems. 16-24 2014 INLG https://doi.org/10.3115/v1/w14-5003 https://aclanthology.org/W14-5003/ conf/inlg/2014 db/conf/inlg/inlg2014.html#MitchellBK14 Samer Al Moubayed Dan Bohus Anna Esposito Dirk Heylen Maria Koutsombogera Harris Papageorgiou Gabriel Skantze Proceedings of the 2014 Workshop on Understanding and Modeling Multiparty, Multimodal Interactions, UM3I@ICMI 2014, Istanbul, Turkey, November 16, 2014 ACM UM3I@ICMI 2014 978-1-4503-0652-2 http://dl.acm.org/citation.cfm?id=2666242 db/conf/icmi/um3i2014.html Angeliki Metallinou Dan Bohus Jason D. Williams Discriminative state tracking for spoken dialog systems. 466-475 2013 ACL (1) https://aclanthology.org/P13-1046/ conf/acl/2013-1 db/conf/acl/acl2013-1.html#MetallinouBW13 Stephanie Rosenthal Sarjoun Skaff Manuela M. Veloso Dan Bohus Eric Horvitz Execution memory for grounding and coordination. 213-214 2013 HRI http://dl.acm.org/citation.cfm?id=2447643 conf/hri/2013 db/conf/hri/hri2013.html#RosenthalSVBH13 Anne Loomis Thompson Dan Bohus A framework for multimodal data collection, visualization, annotation and learning. 67-68 2013 ICMI https://doi.org/10.1145/2522848.2531751 conf/icmi/2013 db/conf/icmi/icmi2013.html#ThompsonB13 Stephanie Rosenthal Dan Bohus Ece Kamar Eric Horvitz Look versus Leap: Computing Value of Information with High-Dimensional Streaming Evidence. 2013 IJCAI http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6970 http://ijcai.org/Abstract/13/377 conf/ijcai/2013 db/conf/ijcai/ijcai2013.html#RosenthalBKH13 2561-2567 Oriol Vinyals Dan Bohus Rich Caruana Learning speaker, addressee and overlap detection models from multimodal streams. 417-424 2012 ICMI https://doi.org/10.1145/2388676.2388770 conf/icmi/2012 db/conf/icmi/icmi2012.html#VinyalsBC12 Dan Bohus Ece Kamar Eric Horvitz Towards Situated Collaboration. 13-14 2012 SDCTD@NAACL-HLT https://aclanthology.org/W12-1807/ conf/naacl/2012sdctd db/conf/naacl/sdctd2012.html#BohusKH12 William Yang Wang Dan Bohus Ece Kamar Eric Horvitz Crowdsourcing the acquisition of natural language corpora: Methods and observations. 73-78 2012 SLT https://doi.org/10.1109/SLT.2012.6424200 conf/slt/2012 db/conf/slt/slt2012.html#WangBKH12 Louis-Philippe Morency Dan Bohus Hamid K. Aghajan Justine Cassell Anton Nijholt Julien Epps International Conference on Multimodal Interaction, ICMI '12, Santa Monica, CA, USA, October 22-26, 2012 ACM ICMI 2012 978-1-4503-1467-1 http://dl.acm.org/citation.cfm?id=2388676 db/conf/icmi/icmi2012.html

Roger Azevedo Gautam Biswas Dan Bohus Ted Carmichael Mark A. Finlayson Mirsad Hadzikadic Catherine Havasi Eric Horvitz Takayuki Kanda 0001 Oluwasanmi Koyejo William F. Lawless Douglas B. Lenat Felipe Meneguzzi Bilge Mutlu Jean Oh Roberto Pirrone Antoine Raux Donald A. Sofge Gita Sukthankar Benjamin Van Durme Reports of the AAAI 2010 Fall Symposia. 93-100 2011 32 AI Mag. 1 https://doi.org/10.1609/aimag.v32i1.2338 db/journals/aim/aim32.html#AzevedoBBCFHHHKKLLMMOPRSSD11

Dan Bohus Eric Horvitz Takayuki Kanda 0001 Bilge Mutlu Antoine Raux Introduction to the Special Issue on Dialog with Robots. 15-16 2011 32 AI Mag. 4 https://doi.org/10.1609/aimag.v32i4.2375 db/journals/aim/aim32.html#BohusHKMR11

Dan Bohus Eric Horvitz Decisions about turns in multiparty conversation: from perception to action. 153-160 2011 ICMI https://doi.org/10.1145/2070481.2070507 conf/icmi/2011 db/conf/icmi/icmi2011.html#BohusH11 Dan Bohus Eric Horvitz Multiparty Turn Taking in Situated Dialog: Study, Lessons, and Directions. 98-109 2011 SIGDIAL Conference https://aclanthology.org/W11-2013/ conf/sigdial/2011 db/conf/sigdial/sigdial2011.html#BohusH11 Dan Bohus Eric Horvitz On the Challenges and Opportunities of Physically Situated Dialog. 2010 AAAI Fall Symposium: Dialog with Robots http://www.aaai.org/ocs/index.php/FSS/FSS10/paper/view/2218 conf/aaaifs/2010-5 db/conf/aaaifs/aaaifs2010-05.html#BohusH10 Dan Bohus Eric Horvitz Takayuki Kanda 0001 Bilge Mutlu Antoine Raux Organizing Committee. 2010 AAAI Fall Symposium: Dialog with Robots http://www.aaai.org/ocs/index.php/FSS/FSS10/paper/view/2369 conf/aaaifs/2010-5 db/conf/aaaifs/aaaifs2010-05.html#BohusHKMR10 Dan Bohus Eric Horvitz Takayuki Kanda 0001 Bilge Mutlu Antoine Raux Preface: Dialog with Robots. 2010 AAAI Fall Symposium: Dialog with Robots http://www.aaai.org/ocs/index.php/FSS/FSS10/paper/view/2370 conf/aaaifs/2010-5 db/conf/aaaifs/aaaifs2010-05.html#BohusHKMR10a Dan Bohus Eric Horvitz Facilitating multiparty dialog with gaze, gesture, and speech. 5:1-5:8 2010 ICMI-MLMI https://doi.org/10.1145/1891903.1891910 conf/icmi/2010 db/conf/icmi/icmi2010.html#BohusH10

Dan Bohus Alexander I. Rudnicky The RavenClaw dialog management framework: Architecture and systems. 332-361 2009 23 Comput. Speech Lang. 3 https://doi.org/10.1016/j.csl.2008.10.001 db/journals/csl/csl23.html#BohusR09

Xiao Li 0006 Patrick Nguyen Geoffrey Zweig Dan Bohus Leveraging multiple query logs to improve language models for spoken query recognition. 3713-3716 2009 ICASSP https://doi.org/10.1109/ICASSP.2009.4960433 https://doi.ieeecomputersociety.org/10.1109/ICASSP.2009.4960433 conf/icassp/2009 db/conf/icassp/icassp2009.html#LiNZB09 Dan Bohus Eric Horvitz Dialog in the open world: platform and applications. 31-38 2009 ICMI https://doi.org/10.1145/1647314.1647323 conf/icmi/2009 db/conf/icmi/icmi2009.html#BohusH09 Dan Bohus Eric Horvitz Models for Multiparty Engagement in Open-World Dialog. 225-234 2009 SIGDIAL Conference https://aclanthology.org/W09-3933/ conf/sigdial/2009 db/conf/sigdial/sigdial2009.html#BohusH09 Dan Bohus Eric Horvitz Learning to Predict Engagement with a Spoken Dialog System in Open-World Settings. 244-252 2009 SIGDIAL Conference https://aclanthology.org/W09-3935/ conf/sigdial/2009 db/conf/sigdial/sigdial2009.html#BohusH09a Geoffrey Zweig Dan Bohus Xiao Li 0006 Patrick Nguyen Structured models for joint decoding of repeated utterances. 1157-1160 2008 INTERSPEECH https://doi.org/10.21437/Interspeech.2008-351 conf/interspeech/2008 db/conf/interspeech/interspeech2008.html#ZweigBLN08 Dan Bohus Xiao Li 0006 Patrick Nguyen Geoffrey Zweig Learning N-Best Correction Models from Implicit User Feedback in a Multi-Modal Local Search Application. 21-28 2008 SIGDIAL Workshop https://aclanthology.org/W08-0103/ conf/sigdial/2008 db/conf/sigdial/sigdial2008.html#BohusLNZ08 Dan Bohus Geoffrey Zweig Patrick Nguyen Xiao Li 0006 Joint n-best rescoring for repeated utterances in spoken dialog systems. 133-136 2008 SLT https://doi.org/10.1109/SLT.2008.4777858 conf/slt/2008 db/conf/slt/slt2008.html#BohusZNL08 Dan Bohus Sergio Grau Puerto David Huggins-Daines Venkatesh Keri Gopala Krishna Rohit Kumar 0001 Antoine Raux Stefanie Tomko Conquestâ - An Open-Source Dialog System for Conferences. 9-12 2007 HLT-NAACL (Short Papers) https://aclanthology.org/N07-2003/ conf/naacl/2007 db/conf/naacl/naacl2007.html#BohusPHKKKRT07 Joel R. Tetreault Dan Bohus Diane J. Litman Estimating the Reliability of MDP Policies: a Confidence Interval Approach. 276-283 2007 HLT-NAACL https://aclanthology.org/N07-1035/ conf/naacl/2007 db/conf/naacl/naacl2007.html#TetreaultBL07 Hua Ai Antoine Raux Dan Bohus Maxine Eskénazi Diane J. Litman Comparing Spoken Dialog Corpora Collected with Recruited Subjects versus Real Users. 124-131 2007 SIGdial https://doi.org/10.18653/v1/2007.sigdial-1.23 https://aclanthology.org/2007.sigdial-1.23/ conf/sigdial/2007 db/conf/sigdial/sigdial2007.html#AiRBEL07 Dan Bohus Alexander I. Rudnicky Implicitly-supervised Learning in Spoken Language Interfaces: an Application to the Confidence Annotation Problem. 256-264 2007 SIGdial https://doi.org/10.18653/v1/2007.sigdial-1.46 https://aclanthology.org/2007.sigdial-1.46/ conf/sigdial/2007 db/conf/sigdial/sigdial2007.html#BohusR07 Antoine Raux Dan Bohus Brian Langner Alan W. Black Maxine Eskénazi Doing research on a deployed spoken dialogue system: one year of let's go! experience. 2006 INTERSPEECH https://doi.org/10.21437/Interspeech.2006-17 conf/interspeech/2006 db/conf/interspeech/interspeech2006.html#RauxBLBE06 Dan Bohus Brian Langner Antoine Raux Alan W. Black Maxine Eskénazi Alexander I. Rudnicky Online Supervised Learning of Non-Understanding Recovery Policies. 170-173 2006 SLT https://doi.org/10.1109/SLT.2006.326844 conf/slt/2006 db/conf/slt/slt2006.html#BohusLRBER06 Antoine Raux Brian Langner Dan Bohus Alan W. Black Maxine Eskénazi Let's go public! taking a spoken dialog system to the real world. 885-888 2005 INTERSPEECH https://doi.org/10.21437/Interspeech.2005-399 conf/interspeech/2005 db/conf/interspeech/interspeech2005.html#RauxLBBE05 Dan Bohus Alexander I. Rudnicky A principled approach for rejection threshold optimization in spoken dialog systems. 2781-2784 2005 INTERSPEECH https://doi.org/10.21437/Interspeech.2005-820 conf/interspeech/2005 db/conf/interspeech/interspeech2005.html#BohusR05 Dan Bohus Alexander I. Rudnicky Error Handling in the RavenClaw Dialog Management Architecture. 2005 conf/naacl/2005 HLT/EMNLP https://aclanthology.org/H05-1029/ db/conf/naacl/naacl2005.html#BohusR05 225-232 Dan Bohus Alexander I. Rudnicky Sorry and I Didn't Catch That! - An Investigation of Non-understanding Errors and Recovery Strategies. 128-143 2005 SIGDIAL Workshop https://doi.org/10.18653/v1/2005.sigdial-1.14 https://aclanthology.org/2005.sigdial-1.14/ conf/sigdial/2005 db/conf/sigdial/sigdial2005.html#BohusR05 Dan Bohus Alexander I. Rudnicky Ravenclaw: dialog management using hierarchical task decomposition and an expectation agenda. 2003 INTERSPEECH https://doi.org/10.21437/Eurospeech.2003-255 conf/interspeech/2003 db/conf/interspeech/interspeech2003.html#BohusR03 597-600 Paul Carpenter 0001 Chun Jin Daniel Wilson Rong Zhang 0003 Dan Bohus Alexander I. Rudnicky Is this conversation on track? 2121 2001 INTERSPEECH https://doi.org/10.21437/Eurospeech.2001-500 conf/interspeech/2001 db/conf/interspeech/interspeech2001.html#CarpenterJWZBR01 Dan Bohus Marian Boldea A Web-based Text Corpora Development System. 2000 LREC http://www.lrec-conf.org/proceedings/lrec2000/html/summary/105.htm conf/lrec/2000 db/conf/lrec/lrec2000.html#BohusB00 Nitin Agarwal 0001 Hamid K. Aghajan Hua Ai Sean Andrist Roger Azevedo Yuwei Bao Gautam Biswas Alan W. Black Marian Boldea Ted Carmichael Paul Carpenter 0001 Rich Caruana Justine Cassell Ishani Chakraborty Anatoly Churikov Michael F. Cohen Phil Cohen 0001 Benjamin Van Durme Julien Epps Maxine Eskénazi Anna Esposito Fei Fang 0001 Ashley Feniello Laurie Fenstermacher Mark A. Finlayson Felipe Vieira Frujeri Mirsad Hadzikadic Catherine Havasi Javier Hernandez Dirk Heylen Radu Horaud Eric Horvitz David Huggins-Daines Mihai Jalobeanu Chun Jin Neel Joshi Lalana Kagal Ece Kamar Takayuki Kanda 0001 Venkatesh Keri Takashi Kido Christopher Kiekintveld Maria Koutsombogera Oluwasanmi Koyejo Gopala Krishna Rohit Kumar 0001 Taein Kwon Brian Langner William F. Lawless Meng-Chen Lee Douglas B. Lenat Xiao Li 0006 Zongjian Li Diane J. Litman Huan Liu 0001 James Mahoney Andrew McCallum Felipe Meneguzzi Helen M. MengHelen Meng Angeliki Metallinou Margaret Mitchell Louis-Philippe Morency Samer Al Moubayed Bilge Mutlu Patrick Nguyen Anton Nijholt Jean Oh Bowen Pan Costas Panay Harris Papageorgiou Ann Paradiso Tomislav Pejsa Roberto Pirrone Marc Pollefeys Sergio Grau Puerto Hemant Purohit Mahdi Rad Antoine Raux Stephanie Rosenthal Alexander I. Rudnicky Chit W. Saw Nick Saw David Schlangen Tim J. Schoonbeek Oshani Seneviratne Sarjoun Skaff Gabriel Skantze Donald A. Sofge Mohammad Soleymani 0001 Maia Stiber Gita Reese SukthankarGita Sukthankar Patrick Sweeney Keiki Takadama Xiang Zhi Tan Gavin Taylor Bugra Tekin Joel R. Tetreault Anne Loomis Thompson Stefanie Tomko Manuela M. Veloso Oriol Vinyals William Yang Wang Xin Wang Jason D. Williams Andrew D. Wilson Daniel Wilson Zhou Yu Rong Zhang 0003 Zhengyou Zhang Geoffrey Zweig