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20202026
most citedRobust Inverse Reinforcement Learning under Transition Dynamics Mismatch

3 citations · 8 across the 23 of their papers we have counts for

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cs.LG2024

Imitation Learning in Discounted Linear MDPs without exploration assumptions

Luca Viano, Stratis Skoulakis, Volkan Cevher

We present a new algorithm for imitation learning in infinite horizon linear MDPs dubbed ILARL which greatly improves the bound on the number of trajectories that the learner needs…

cs.GT2024

Polynomial Convergence of Bandit No-Regret Dynamics in Congestion Games

Leello Dadi, Ioannis Panageas, Stratis Skoulakis +2

We introduce an online learning algorithm in the bandit feedback model that, once adopted by all agents of a congestion game, results in game-dynamics that converge to an -appro…