3 papers
cs.AI2026
Task-Aware LLM Council with Adaptive Decision Pathways for Decision Support
Wei Zhu, Lixing Yu, Hao-Ren Yao +2
Large language models (LLMs) have shown strong capabilities across diverse decision-making tasks. However, existing approaches often overlook the specialization differences among a…
cs.AI2026
SYMPHONY: Synergistic Multi-agent Planning with Heterogeneous Language Model Assembly
Wei Zhu, Zhiwen Tang, Kun Yue
Recent advancements have increasingly focused on leveraging large language models (LLMs) to construct autonomous agents for complex problem-solving tasks. However, existing approac…
cs.CL2025
MAPRO: Recasting Multi-Agent Prompt Optimization as Maximum a Posteriori Inference
Zheyuan Zhang, Lin Ge, Hongjiang Li +3
Large language models (LLMs) have demonstrated remarkable capabilities across diverse tasks, and LLM-based agents further extend these abilities to various practical workflows. Whi…