AINeutralarXiv – CS AI · 8h ago6/10
🧠
Randomness is sometimes necessary for coordination
Researchers propose Diamond Attention, a neural architecture using structured randomness to enable role differentiation in multi-agent reinforcement learning systems with identical agents. The method achieves perfect coordination on symmetric games and generalizes zero-shot across different team sizes, demonstrating that protocol-structured randomness—not noise—is essential for solving coordination problems in homogeneous agent systems.