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Nearly Optimal Fixed-Confidence Best-Arm Identification with 1-Bit Feedback

We study fixed-confidence best-arm identification under strict 1-bit feedback constraints. At each round, the learner selects an arm and a query set, and receives only a single bit indicating whether the sampled reward belongs to that set.

By Khang Luong, Dinh Thai Son, Hoang Ta, Hung The Tran, Tuan Quang DamarXiv - stat.ML

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Originally published by arXiv - stat.ML on Oct 5, 2026.

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