15 citations · 37 across the 28 of their papers we have counts for
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cs.LG2020★ 12 cited
Robust Reinforcement Learning using Least Squares Policy Iteration with Provable Performance Guarantees
Kishan Panaganti, Dileep Kalathil
This paper addresses the problem of model-free reinforcement learning for Robust Markov Decision Process (RMDP) with large state spaces. The goal of the RMDP framework is to find a…
cs.LG2020★ 2 cited
Bounded Regret for Finitely Parameterized Multi-Armed Bandits
Kishan Panaganti, Dileep Kalathil
We consider the problem of finitely parameterized multi-armed bandits where the model of the underlying stochastic environment can be characterized based on a common unknown parame…