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cs.AI2026
ISEE: Interactive Semantic Enrichment for Database Fields
Yuan Tian, Yiru Chen, Rakesh R. Menon +8
LLM-based agents are increasingly being deployed for data-related tasks, including data sense-making, exploration, and retrieval. However, their performance heavily depends on the…
cs.AI2026
Enhancing Multi-Agent Communication through Attention Steering with Context Relevance
Hongxiang Zhang, Yuan Tian, Tianyi Zhang
LLM-based multi-agent systems have demonstrated remarkable performance on complex tasks through collaborative reasoning. However, these systems tend to rapidly accumulate extremely…