Improving Multi-agent Coordination by Learning to Estimate Contention

Panayiotis Danassis, Florian Wiedemair, Boi Faltings

We present a multi-agent learning algorithm, ALMA-Learning, for efficient and fair allocations in large-scale systems. We circumvent the traditional pitfalls of multi-agent learnin…