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cs.LG 1

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2026 1

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Exact Unlearning in Reinforcement Learning

cs.LG · 2026-06-02 · unverdicted · novelty 7.0

For any ρ>0 there exists a ρ-TV-stable RL algorithm for tabular MDPs supporting exact unlearning at expected cost ρ√(ln T) of retraining from scratch, with regret O(H²√(SAT)+H³S²A+H^{2.5}S²A/ρ) and matching lower bound Ω(H√(SAT)+SAH/ρ).

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  • Exact Unlearning in Reinforcement Learning cs.LG · 2026-06-02 · unverdicted · none · ref 28

    For any ρ>0 there exists a ρ-TV-stable RL algorithm for tabular MDPs supporting exact unlearning at expected cost ρ√(ln T) of retraining from scratch, with regret O(H²√(SAT)+H³S²A+H^{2.5}S²A/ρ) and matching lower bound Ω(H√(SAT)+SAH/ρ).