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02/24/2023
Provably Efficient Neural Offline Reinforcement Learning via Perturbed Rewards
We propose a novel offline reinforcement learning (RL) algorithm, namely...
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11/23/2022
On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation
Sample-efficient offline reinforcement learning (RL) with linear functio...
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12/29/2016
Symmetry, Saddle Points, and Global Geometry of Nonconvex Matrix Factorization
We propose a general theory for studying the geometry of nonconvex objec...
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07/05/2013
