One-for-All Multi-Agent Collaboration: Adaptive Cross-Task Topology Design

The paper introduces OFA-MAS, a one‑for‑all multi‑agent system that learns a universal topology designer using task‑aware graph encoding and a Mixture‑of‑Experts generator, achieving superior performance, OOD generalization, robustness, and efficiency across six major benchmarks.

LLMMixture of ExpertsTask-Aware Graph Encoder

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One-for-All Multi-Agent Collaboration: Adaptive Cross-Task Topology Design