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Outbidding and Outbluffing Elite Humans: Mastering Liar’s Poker via Self-Play and Reinforcement Learning

Solly achieves elite human-level play in multi-player Liar's Poker via self-play reinforcement learning, outperforming both humans and large language models.

Richard Dewey, Janos Botyanszki, Ciamac C Moallemi, Andrew Zheng

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 7 of 20 reviewers recommend it
lenient 4/5
medium 2/10
strict 1/5