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Shi-Rui Pan

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#artificial intelligence Preprint Sep 2026

HyperReCo: Retrieving and Connecting Evidence with Hypergraph Neural Networks for LLM Multi-hop Reasoning

This work proposes HyperReCo, a framework for retrieving and connecting evidence with a hypergraph neural network (HyperGNN), and introduces Gradient-Guided Hyper-Path Decoding (GGHD), which uses gradient attribution to interpret the learned interactions and translate them into explicit hyper-paths that help LLMs combi...

Zi-Cheng Zhao, Lin-Hao Luo, Jun-Nan Dong et al. · 0 citations

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