Alex Ayoub

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 11

Top Topics

Active Exploration

Temporal Resolution

Reinforcement Learning

Top Venues

Trans. Mach. Learn. Res.

Publications

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 (2024)
David Janz, Shuai Liu, Alex Ayoub, Csaba Szepesvári
Exploration via linearly perturbed loss minimisation. AISTATS (2024)
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)
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)
David Janz, Shuai Liu, Alex Ayoub, Csaba Szepesvári
Exploration via linearly perturbed loss minimisation. CoRR (2023)
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 (2022)
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 (2021)
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)
Matthew T. Regehr, Alex Ayoub
An Elementary Proof that Q-learning Converges Almost Surely. CoRR (2021)
Alex Ayoub, Zeyu Jia, Csaba Szepesvári, Mengdi Wang, Lin F. Yang
Model-Based Reinforcement Learning with Value-Targeted Regression. CoRR (2020)
Alex Ayoub, Zeyu Jia, Csaba Szepesvári, Mengdi Wang, Lin Yang
Model-Based Reinforcement Learning with Value-Targeted Regression. ICML (2020)