conftrace_

multi-level monte carlo

4 papers

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Also known as

MLMC

Co-occurring keywords

mixing time (70) sample complexity (1169) stochastic optimization (1060) distributionally robust q-learning (1) worst-case expected sample complexity (1) monte carlo estimator (15) average-reward reinforcement learning (6) gradient method (29) sparse reward (141) robust markov decision process (29)

Papers

A Finite Sample Complexity Bound for Distributionally Robust Q-learning AISTATS 2023
Beyond Exponentially Fast Mixing in Average-Reward Reinforcement Learning via Multi-Level Monte Carlo Actor-Critic ICML 2023
Adapting to Mixing Time in Stochastic Optimization with Markovian Data ICML 2022
On the Bias-Variance-Cost Tradeoff of Stochastic Optimization NIPS 2021