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RLVR landscapes for iterated multiplications can be benign: Insights from spin-glass theory

arXiv:2609.28625v1 Announce Type: new Abstract: Despite the importance of reinforcement learning with verifiable rewards (RLVR), the extent to which it can learn new reasoning capabilities remains debated. Here we study the optimization landscape of RLVR on algorithmic tasks, such as iterated group…

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  1. 2026-09-26 04:00 · arXiv cs.LG
    RLVR landscapes for iterated multiplications can be benign: Insights from spin-glass theory

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