| Model-based reinforcement learning with value-targeted regression A Ayoub, Z Jia, C Szepesvari, M Wang, L Yang International Conference on Machine Learning, 463-474, 2020 | 349 | 2020 |
| Randomized exploration in reinforcement learning with general value function approximation H Ishfaq, Q Cui, V Nguyen, A Ayoub, Z Yang, Z Wang, D Precup, L Yang International Conference on Machine Learning, 4607-4616, 2021 | 47 | 2021 |
| An elementary proof that q-learning converges almost surely MT Regehr, A Ayoub arXiv preprint arXiv:2108.02827, 2021 | 11 | 2021 |
| Exploration via linearly perturbed loss minimisation D Janz, S Liu, A Ayoub, C Szepesvári International Conference on Artificial Intelligence and Statistics, 721-729, 2024 | 9 | 2024 |
| Switching the loss reduces the cost in batch reinforcement learning A Ayoub, K Wang, V Liu, S Robertson, J McInerney, D Liang, N Kallus, ... Forty-first International Conference on Machine Learning, 2024 | 5 | 2024 |
| Managing temporal resolution in continuous value estimation: a fundamental trade-off ZV Zhang, J Kirschner, J Zhang, F Zanini, A Ayoub, M Dehghan, ... Advances in Neural Information Processing Systems 36, 62519-62548, 2023 | 4 | 2023 |
| Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits S Liu, A Ayoub, F Sentenac, X Tan, C Szepesvári arXiv preprint arXiv:2410.01112, 2024 | 1 | 2024 |
| Mitigating the curse of horizon in Monte-Carlo returns A Ayoub, D Szepesvari, F Zanini, B Chan, D Gupta, BC da Silva, ... Reinforcement Learning Conference, 2024 | 1 | 2024 |
| Switching the Loss Reduces the Cost in Batch (Offline) Reinforcement Learning A Ayoub, K Wang, V Liu, S Robertson, J McInerney, D Liang, N Kallus, ... arXiv preprint arXiv:2403.05385, 2024 | | 2024 |
| Towards Sample Efficient Reinforcement Learning with Function Approximation A Ayoub | | 2021 |
| Does weighting improve matrix factorization for recommender systems? A Ayoub, S Robertson, D Liang, H Steck, N Kallus THE WEB CONFERENCE 2025, 0 | | |
| Resmax: An Alternative Soft-Greedy Operator for Reinforcement Learning E Miahi, R MacQueen, A Ayoub, A Masoumzadeh, M White Transactions on Machine Learning Research, 0 | | |
Csaba SzepesvariDeepMind & University of AlbertaE-mail confirmado em cs.ualberta.ca
