Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Paper • 2605.14892 • Published May 14 • 51
A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation Paper • 2601.09274 • Published Jan 14 • 83