114 citations · 813 across the 92 of their papers we have counts for
4 papers · 1 filter
Heterogeneous Beliefs and Multi-Population Learning in Network Games
Shuyue Hu, Harold Soh, Georgios Piliouras
The effect of population heterogeneity in multi-agent learning is practically relevant but remains far from being well-understood. Motivated by this, we introduce a model of multi-…
A Blockchain-Based Approach for Collaborative Formalization of Mathematics and Programs
Jin Xing Lim, Barnabé Monnot, Shaowei Lin +1
Formalization of mathematics is the process of digitizing mathematical knowledge, which allows for formal proof verification as well as efficient semantic searches. Given the large…
Multiagent Evaluation under Incomplete Information
Mark Rowland, Shayegan Omidshafiei, Karl Tuyls +4
This paper investigates the evaluation of learned multiagent strategies in the incomplete information setting, which plays a critical role in ranking and training of agents. Tradit…
-Rank: Multi-Agent Evaluation by Evolution
Shayegan Omidshafiei, Christos Papadimitriou, Georgios Piliouras +7
We introduce -Rank, a principled evolutionary dynamics methodology for the evaluation and ranking of agents in large-scale multi-agent interactions, grounded in a novel dynamica…