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High-Probability Regret Bounds for Feel-Good Thompson Sampling

Feel-good Thompson sampling (FGTS) augments the posterior of vanilla Thompson sampling with an exploration term that favors reward functions with high predicted optimal values.

By Xuheng Li, Qingyue Zhao, Quanquan GuarXiv - stat.ML

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Originally published by arXiv - stat.ML on Oct 15, 2026.

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