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arXivWenjie Tang, Minne Li, Sijie Huang, Liquan Xiao, Yuan ZhouTue, May 19, 2026, 9:19 AM PDT
score 16.5

AI agents learn better by tracking what they believe, not just actions

Original: Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents

Source: arxiv.org

Writing ELI5 summary…