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  "registered_claim": "Algorithm 1 (Robust Async-Q) combines a trimmed-mean reward estimator with an adaptive threshold G_t to filter corrupted rewards before the standard Q-learning update, requiring only knowledge of the corruption fraction ε and minimum state-action visitation probability λ_min (Algorithm 1, Assumption 1).",
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