When Does Population Diversity Matter? A Unified Framework for Binary-Choice Dynamics.
Sign Up to like & getrecommendations! Published in 2025 at "Physical review letters"
DOI: 10.1103/4db2-7dpd
Abstract: We propose a modeling framework for binary-choice dynamics in which agents update their states using two mechanisms selected based on individual preference drawn from an arbitrary distribution. We compare annealed dynamics, where preferences change over… read more here.
Keywords: framework; choice dynamics; binary choice; framework binary ... See more keywords
Multi-Agent Q-Learning via Best Choice Dynamics
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3612969
Abstract: Motivated by multi-agent Q-learning scenarios, this paper introduces a distributed action selection algorithm that relies on individual agents interacting with local neighbors to learn a joint action. The algorithm, termed Best Choice Dynamics, has each… read more here.
Keywords: agent learning; learning via; best choice; multi agent ... See more keywords