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A Modularized Framework for Piecewise-Stationary Restless Bandits

cs.IT · 2026-04-11 · unverdicted · novelty 7.0

A modular PS-RMAB framework integrates base algorithms with change detection and diminishing exploration to achieve tilde-O(sqrt(L M K T)) excess regret against a segment-oracle benchmark, with simulations showing near-oracle performance.

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  • A Modularized Framework for Piecewise-Stationary Restless Bandits cs.IT · 2026-04-11 · unverdicted · none · ref 3

    A modular PS-RMAB framework integrates base algorithms with change detection and diminishing exploration to achieve tilde-O(sqrt(L M K T)) excess regret against a segment-oracle benchmark, with simulations showing near-oracle performance.