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arXiv cs.LG · Papers

The Sample Complexity of Policy Learning with Mu-Resets

arXiv:2608.07772v1 Announce Type: new Abstract: We study policy-based reinforcement learning under the $mu$-resets interaction protocol of Kakade and Langford [KL02]. This interaction protocol enables the learner to sample trajectories from a given exploratory reset distribution $mu$, in addition to the starting dist