Anas Barakat

According to our database1, Anas Barakat authored at least 14 papers between 2018 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Links

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Bibliography

2024
On the Sample Complexity of a Policy Gradient Algorithm with Occupancy Approximation for General Utility Reinforcement Learning.
CoRR, 2024

Beyond Expected Returns: A Policy Gradient Algorithm for Cumulative Prospect Theoretic Reinforcement Learning.
CoRR, 2024

Independent Policy Mirror Descent for Markov Potential Games: Scaling to Large Number of Players.
CoRR, 2024

Policy Mirror Descent with Lookahead.
CoRR, 2024

Independent Learning in Constrained Markov Potential Games.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023
Stochastic Policy Gradient Methods: Improved Sample Complexity for Fisher-non-degenerate Policies.
Proceedings of the International Conference on Machine Learning, 2023

Reinforcement Learning with General Utilities: Simpler Variance Reduction and Large State-Action Space.
Proceedings of the International Conference on Machine Learning, 2023

Learning Zero-Sum Linear Quadratic Games with Improved Sample Complexity.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2022
Analysis of a Target-Based Actor-Critic Algorithm with Linear Function Approximation.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021
Contributions to non-convex stochastic optimization and reinforcement learning. (Contributions à l'optimisation stochastique non convexe et à l'apprentissage par renforcement).
PhD thesis, 2021

Convergence and Dynamical Behavior of the ADAM Algorithm for Nonconvex Stochastic Optimization.
SIAM J. Optim., 2021

2020
Convergence Rates of a Momentum Algorithm with Bounded Adaptive Step Size for Nonconvex Optimization.
Proceedings of The 12th Asian Conference on Machine Learning, 2020

2019
Convergence Analysis of a Momentum Algorithm with Adaptive Step Size for Non Convex Optimization.
CoRR, 2019

2018
Convergence of the ADAM algorithm from a Dynamical System Viewpoint.
CoRR, 2018


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