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The paper "Nearly Linear-Time Follow-the-Perturbed-Leader for Weakly Observable Graph Bandits" proposes a new FTPL strategy that achieves best-of-both-worlds guarantees for adversarial and stochastic environments in weakly observable graph bandits, with expected time complexity that is nearly linear.
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11/4/2026
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