activity
20232025
most citedModel-Free Active Exploration in Reinforcement Learning

2 citations · 2 across the 4 of their papers we have counts for

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cs.LG2025

Adversarial Diffusion for Robust Reinforcement Learning

Daniele Foffano, Alessio Russo, Alexandre Proutiere

Robustness to modeling errors and uncertainties remains a central challenge in reinforcement learning (RL). In this work, we address this challenge by leveraging diffusion models t…

stat.ML2025

Policy Testing in Markov Decision Processes

Kaito Ariu, Po-An Wang, Alexandre Proutiere +1

We study the policy testing problem in discounted Markov decision processes (MDPs) in the fixed-confidence setting under a generative model with static sampling. The goal is to dec…