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Zi-Han Liu

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#machine learning Preprint Oct 2026

Function-Structured Reinforcement Learning with Executable Verifiers for Mathematical Reasoning

Algorithmic mathematical reasoning requires reliable decomposition, computation, and aggregation. Final-answer rewards provide limited guidance on intermediate errors, while successful execution does not guarantee mathematical correctness. This work proposes Function-Structured Graph Reinforcement Learning (FSG-RL), co...

Zi-Han Liu, Xu-Rong Xie · 0 citations

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