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conftrace_

randomized least-squares value iteration

3 papers

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Also known as

RLSVI

Co-occurring keywords · papers mentioning both

worst-case regret (2) regret bound (2) reinforcement learning (2) tabular rl (1) aggregated states (1) polynomial bounds (1) randomized value function (1) concurrent learning (1) frequentist regret (1) space complexity (1)

Papers

Concurrent Reinforcement Learning with Aggregated States via Randomized Least Squares Value Iteration ICML 2025 Improved Worst-Case Regret Bounds for Randomized Least-Squares Value Iteration AAAI 2021 Frequentist Regret Bounds for Randomized Least-Squares Value Iteration AISTATS 2020