| 2022 | AAAI | Role of Human-AI Interaction in Selective Prediction. | Elizabeth Bondi, Raphael Koster, Hannah Sheahan, Martin J. Chadwick, Yoram Bachrach, A. Taylan Cemgil, Ulrich Paquet, Krishnamurthy Dvijotham |
| 2022 | ICML | Evaluating the Adversarial Robustness of Adaptive Test-time Defenses. | Francesco Croce, Sven Gowal, Thomas Brunner, Evan Shelhamer, Matthias Hein, A. Taylan Cemgil |
| 2022 | MASCOTS | Tracking a Mobile Beacon: A Purely Probabilistic Approach. | F. Serhan Danis, Cem Ersoy, A. Taylan Cemgil |
| 2021 | UAI | Unbiased gradient estimation for variational auto-encoders using coupled Markov chains. | Francisco J. R. Ruiz, Michalis K. Titsias, A. Taylan Cemgil, Arnaud Doucet |
| 2020 | CVPR | Achieving Robustness in the Wild via Adversarial Mixing With Disentangled Representations. | Sven Gowal, Chongli Qin, Po-Sen Huang, A. Taylan Cemgil, Krishnamurthy Dvijotham, Timothy A. Mann, Pushmeet Kohli |
| 2020 | ICLR | Adversarially Robust Representations with Smooth Encoders. | A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy (Dj) Dvijotham, Pushmeet Kohli |
| 2018 | ICML | Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization. | Umut Simsekli, agatay Yildiz, Thanh Huy Nguyen, A. Taylan Cemgil, Gal Richard |
| 2018 | ICRA | EndoSensorFusion: Particle Filtering-Based Multi-Sensory Data Fusion with Switching State-Space Model for Endoscopic Capsule Robots. | Mehmet Turan, Yasin Almalioglu, Hunter Gilbert, Helder Arajo, A. Taylan Cemgil, Metin Sitti |
| 2017 | ICASSP | Parallelized Stochastic Gradient Markov Chain Monte Carlo algorithms for non-negative matrix factorization. | Umut Simsekli, Alain Durmus, Roland Badeau, Gal Richard, Eric Moulines, A. Taylan Cemgil |
| 2016 | ICML | Stochastic Quasi-Newton Langevin Monte Carlo. | Umut Simsekli, Roland Badeau, A. Taylan Cemgil, Gal Richard |
| 2013 | ICASSP | SMC samplers for multiresolution audio sequence alignment. | Dogac Basaran, A. Taylan Cemgil, Emin Anarim |
| 2011 | Interspeech | Semi-Supervised Single-Channel Speech-Music Separation for Automatic Speech Recognition. | Cemil Demir, A. Taylan Cemgil, Murat Saraclar |
| 2010 | Interspeech | Catalog-based single-channel speech-music separation. | Cemil Demir, A. Taylan Cemgil, Murat Saraclar |
| 2007 | ICASSP | Strategies for Sequential Inference in Factorial Switching State Space Models. | A. Taylan Cemgil |
| 2007 | ICASSP | Sequential Inference of Rhythmic Structure in Musical Audio. | Nick Whiteley, A. Taylan Cemgil, Simon J. Godsill |