Infinite dSprites for Disentangled Continual Learning: Separating Memory Edits from Generalization - Sebastian Dziadzio; Çagatay Yildiz; Gido M. van de Ven; Tomasz Trzcinski; Tinne Tuytelaars; Matthias Bethge (Conference on Lifelong Learning Agents, 29-1 August 2024, University of Pisa, Pisa, Italy, 2024)

Adaptation Odyssey in LLMs: Why Does Additional Pretraining Sometimes Fail to Improve? - Firat Öncel; Matthias Bethge; Beyza Ermis; Mirco Ravanelli; Cem Subakan; Çagatay Yildiz (Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, EMNLP 2024, Miami, FL, USA, November 12-16, 2024, 2024)

Investigating Continual Pretraining in Large Language Models: Insights and Implications - Çagatay Yildiz; Nishaanth Kanna Ravichandran; Prishruit Punia; Matthias Bethge; Beyza Ermis (CoRR, 2024)

Identifying latent state transition in non-linear dynamical systems - Çaglar Hizli; Çagatay Yildiz; Matthias Bethge; St John; Pekka Marttinen (CoRR, 2024)

Adaptation Odyssey in LLMs: Why Does Additional Pretraining Sometimes Fail to Improve? - Firat Öncel; Matthias Bethge; Beyza Ermis; Mirco Ravanelli; Cem Subakan; Çagatay Yildiz (CoRR, 2024)

Latent Neural ODEs with Sparse Bayesian Multiple Shooting - Valerii Iakovlev; Çagatay Yildiz; Markus Heinonen; Harri Lähdesmäki (The Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5, 2023, 2023)

Modulated Neural ODEs - Ilze Amanda Auzina; Çagatay Yildiz; Sara Magliacane; Matthias Bethge; Efstratios Gavves (Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023, 2023)

Invariant Neural Ordinary Differential Equations - Ilze Amanda Auzina; Çagatay Yildiz; Sara Magliacane; Matthias Bethge; Efstratios Gavves (CoRR, 2023)

Disentangled Continual Learning: Separating Memory Edits from Model Updates - Sebastian Dziadzio; Çagatay Yildiz; Gido M. van de Ven; Tomasz Trzcinski; Tinne Tuytelaars; Matthias Bethge (CoRR, 2023)

Differential Equations for Machine Learning - Çagatay Yildiz (Aalto University, Espoo, Finland, 2022)

Learning interacting dynamical systems with latent Gaussian process ODEs - Çagatay Yildiz; Melih Kandemir; Barbara Rakitsch (Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, LA, USA, November 28 - December 9, 2022, 2022)

Variational multiple shooting for Bayesian ODEs with Gaussian processes - Pashupati Hegde; Çagatay Yildiz; Harri Lähdesmäki; Samuel Kaski; Markus Heinonen (Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, UAI 2022, 1-5 August 2022, Eindhoven, The Netherlands, 2022)

Learning Interacting Dynamical Systems with Latent Gaussian Process ODEs - Çagatay Yildiz; Melih Kandemir; Barbara Rakitsch (CoRR, 2022)

Latent Neural ODEs with Sparse Bayesian Multiple Shooting - Valerii Iakovlev; Çagatay Yildiz; Markus Heinonen; Harri Lähdesmäki (CoRR, 2022)

Continuous-time Model-based Reinforcement Learning - Çagatay Yildiz; Markus Heinonen; Harri Lähdesmäki (Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event, 2021)

Continuous-Time Model-Based Reinforcement Learning - Çagatay Yildiz; Markus Heinonen; Harri Lähdesmäki (CoRR, 2021)

Bayesian inference of ODEs with Gaussian processes - Pashupati Hegde; Çagatay Yildiz; Harri Lähdesmäki; Samuel Kaski; Markus Heinonen (CoRR, 2021)

ODE2VAE: Deep generative second order ODEs with Bayesian neural networks - Çagatay Yildiz; Markus Heinonen; Harri Lähdesmäki (Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada, 2019)

ODE^2VAE: Deep generative second order ODEs with Bayesian neural networks - Çagatay Yildiz; Markus Heinonen; Harri Lähdesmäki (CoRR, 2019)

A Bayesian change point model for detecting SIP-based DDoS attacks - Baris Kurt; Çagatay Yildiz; Taha Yusuf Ceritli; Bülent Sankur; Ali Taylan Cemgil (Digit. Signal Process., 2018)

A real-time SIP network simulation and monitoring system - Çagatay Yildiz; Baris Kurt; Taha Yusuf Ceritli; Bülent Sankur; Ali Taylan Cemgil (SoftwareX, 2018)

Learning unknown ODE models with Gaussian processes - Markus Heinonen; Çagatay Yildiz; Henrik Mannerström; Jukka Intosalmi; Harri Lähdesmäki (Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stockholmsmässan, Stockholm, Sweden, July 10-15, 2018, 2018)

Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization - Umut Simsekli; Çagatay Yildiz; Thanh Huy Nguyen; A. Taylan Cemgil; Gaël Richard (Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stockholmsmässan, Stockholm, Sweden, July 10-15, 2018, 2018)

Learning stochastic differential equations with Gaussian Processes without Gradient Matching - Çagatay Yildiz; Markus Heinonen; Jukka Intosalmi; Henrik Mannerström; Harri Lähdesmäki (28th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2018, Aalborg, Denmark, September 17-20, 2018, 2018)

Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization - Umut Simsekli; Çagatay Yildiz; Thanh Huy Nguyen; Gaël Richard; A. Taylan Cemgil (CoRR, 2018)

Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching - Çagatay Yildiz; Markus Heinonen; Jukka Intosalmi; Henrik Mannerström; Harri Lähdesmäki (CoRR, 2018)

A Bayesian change point model for epileptic seizure detection - Çagatay Yildiz; Haluk O. Bingol; Gulcin Irim-Celik; Berrin Aktekin; Canan Aykut-Bingöl (25th Signal Processing and Communications Applications Conference, SIU 2017, Antalya, Turkey, May 15-18, 2017, 2017)

A probabilistic SIP network simulation system - Baris Kurt; Çagatay Yildiz; Taha Yusuf Ceritli; Mehmet Yamac; Murat Semerci; Bülent Sankur; Ali Taylan Cemgil (24th Signal Processing and Communication Application Conference, SIU 2016, Zonguldak, Turkey, May 16-19, 2016, 2016)

Attack detection in VOIP networks using Bayesian multiple change-point models - Çagatay Yildiz; Taha Yusuf Ceritli; Baris Kurt; Bülent Sankur; Ali Taylan Cemgil (24th Signal Processing and Communication Application Conference, SIU 2016, Zonguldak, Turkey, May 16-19, 2016, 2016)