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2020 – today
- 2025
[c7]Alex Ayoub, Samuel Robertson, Dawen Liang, Harald Steck, Nathan Kallus:
Does Weighting Improve Matrix Factorization for Recommender Systems? WWW 2025: 3885-3895- 2024
- [j2]Alex Ayoub, David Szepesvari, Francesco Zanini, Bryan Chan, Dhawal Gupta, Bruno Castro da Silva, Dale Schuurmans:
Mitigating the Curse of Horizon in Monte-Carlo Returns. RLJ 2: 563-572 (2024) - [c6]David Janz, Shuai Liu, Alex Ayoub, Csaba Szepesvári:
Exploration via linearly perturbed loss minimisation. AISTATS 2024: 721-729 - [c5]Alex Ayoub, Kaiwen Wang, Vincent Liu, Samuel Robertson, James McInerney, Dawen Liang, Nathan Kallus, Csaba Szepesvári:
Switching the Loss Reduces the Cost in Batch Reinforcement Learning. ICML 2024 - [c4]Shuai Liu, Alex Ayoub, Flore Sentenac, Xiaoqi Tan, Csaba Szepesvári:
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits. NeurIPS 2024 - [i7]Alex Ayoub, Kaiwen Wang, Vincent Liu, Samuel Robertson, James McInerney, Dawen Liang, Nathan Kallus, Csaba Szepesvári:
Switching the Loss Reduces the Cost in Batch Reinforcement Learning. CoRR abs/2403.05385 (2024) - [i6]Shuai Liu, Alex Ayoub, Flore Sentenac, Xiaoqi Tan, Csaba Szepesvári:
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits. CoRR abs/2410.01112 (2024) - 2023
- [j1]Erfan Miahi, Revan MacQueen, Alex Ayoub, Abbas Masoumzadeh, Martha White:
Resmax: An Alternative Soft-Greedy Operator for Reinforcement Learning. Trans. Mach. Learn. Res. 2023 (2023) - [c3]Zichen Vincent Zhang, Johannes Kirschner, Junxi Zhang, Francesco Zanini, Alex Ayoub, Masood Dehghan, Dale Schuurmans:
Managing Temporal Resolution in Continuous Value Estimation: A Fundamental Trade-off. NeurIPS 2023 - [i5]David Janz, Shuai Liu, Alex Ayoub, Csaba Szepesvári:
Exploration via linearly perturbed loss minimisation. CoRR abs/2311.07565 (2023) - 2022
- [i4]Zichen Zhang, Johannes Kirschner, Junxi Zhang, Francesco Zanini, Alex Ayoub, Masood Dehghan, Dale Schuurmans:
Managing Temporal Resolution in Continuous Value Estimation: A Fundamental Trade-off. CoRR abs/2212.08949 (2022) - 2021
- [c2]Haque Ishfaq, Qiwen Cui, Viet Nguyen, Alex Ayoub, Zhuoran Yang, Zhaoran Wang, Doina Precup, Lin Yang:
Randomized Exploration in Reinforcement Learning with General Value Function Approximation. ICML 2021: 4607-4616 - [i3]Haque Ishfaq, Qiwen Cui, Viet Nguyen, Alex Ayoub, Zhuoran Yang, Zhaoran Wang, Doina Precup, Lin F. Yang:
Randomized Exploration for Reinforcement Learning with General Value Function Approximation. CoRR abs/2106.07841 (2021) - [i2]Matthew T. Regehr, Alex Ayoub:
An Elementary Proof that Q-learning Converges Almost Surely. CoRR abs/2108.02827 (2021) - 2020
- [c1]Alex Ayoub, Zeyu Jia, Csaba Szepesvári, Mengdi Wang, Lin Yang
:
Model-Based Reinforcement Learning with Value-Targeted Regression. ICML 2020: 463-474 - [i1]Alex Ayoub, Zeyu Jia, Csaba Szepesvári, Mengdi Wang, Lin F. Yang:
Model-Based Reinforcement Learning with Value-Targeted Regression. CoRR abs/2006.01107 (2020)
Coauthor Index
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