Author

Kun Shao

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#artificial intelligence Preprint Aug 2026

G-ReAct: Graph-Guided Deep Search via Structure-State Co-Evolution

G-ReAct is a reasoning framework for deep search that organizes reasoning as state evolution over a fixed-topology query graph, transforming exploratory search driven by textual history into graph-guided reasoning under explicit constraints.

Shaoxiong Yang, Mengyuan Zhang, Shaojun Lin et al. · 0 citations

#artificial intelligence Preprint Aug 2026

MemFuse: Multi-Source Memory Fusion from Fragmented Observations

Experiments on MemFuseBench show that MemFuse achieves the best overall performance among the evaluated memory systems under all three LLM settings and consistently improves performance on questions requiring cross-source evidence fusion.

Chao Li, Yuanfa Li, Wenhao Wu et al. · 0 citations