作者位次 #2/6NeurIPS 2026Poster
ProSearch: Benchmarking Multi-Constraint Protocol Retrieval in Experimental Science
Wenliang Liang · Zhiyuan Ning · Haolin Chen · Yuanchun Zhou · Wenjuan Cui · Yi Du
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Wenliang Liang · Zhiyuan Ning · Haolin Chen · Yuanchun Zhou · Wenjuan Cui · Yi Du
Yueyang Cang · Xiaoteng Zhang · Erlu Zhao · Zehua Ji · Yuhang Liu · Yuchen He · Zhiyuan Ning · Chen Yijun · Wenge Que · Li Shi
Optimizing communication topology is fundamental to the efficiency and effectiveness of Large Language Model (LLM)-based Multi-Agent Systems (MAS). While recent approaches utilize reinforcement learning to dynamically construct task-specific graphs, they typically rely on single-sample policy gra...