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Yonathan Efroni

Tel Aviv University School of Computer Science and AI assistant professor. Personal site states research interests in interactive learning, reinforcement learning, sequential decision making, agentic systems and language models; TAU profile notes prior Meta and Microsoft Research roles. No high-confidence personal X account found.

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Jun 23, 2026

Credit Assignment with Resets in Language Model Reasoning

这篇把 reset 变成 RLVR credit assignment 的训练时原语:从失败轨迹中选一个中间 thought prefix,重采样多个后缀 continuation,只对后缀 token 做 group relative policy update。SRPO 用模型自定位的首个错误 thought 近似 credit assignment oracle,在无需外部 step level label 或 critic 的...

2605.25507-credit-assignment-resets-language-model-reasoning Credit AssignmentReasoning RLRollout Optimization