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arxiv_cs_lg ยท Oct 26, 2026 ยท paper

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FOCUS: Active Critic Learning for Long-Horizon Language Model Agents

arxiv.orgOct 26, 2026
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Sparse outcome rewards make it difficult for long-horizon language-model agents to assign credit to earlier actions. Learned critics provide value estimates for intermediate states, but these estimates can be inaccura...

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