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Optimal Regret for Single Index Bandits

stat.ML · 2026-05-10 · unverdicted · novelty 8.0

Establishes matching Õ(T^{2/3}) upper and lower regret bounds for general single-index bandits via Stein direction estimation followed by discretization and UCB.

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