English

The Replicator Dynamic, Chain Components and the Response Graph

Computer Science and Game Theory 2023-02-02 v2 Machine Learning

Abstract

In this paper we examine the relationship between the flow of the replicator dynamic, the continuum limit of Multiplicative Weights Update, and a game's response graph. We settle an open problem establishing that under the replicator, sink chain components -- a topological notion of long-run outcome of a dynamical system -- always exist and are approximated by the sink connected components of the game's response graph. More specifically, each sink chain component contains a sink connected component of the response graph, as well as all mixed strategy profiles whose support consists of pure profiles in the same connected component, a set we call the content of the connected component. As a corollary, all profiles are chain recurrent in games with strongly connected response graphs. In any two-player game sharing a response graph with a zero-sum game, the sink chain component is unique. In two-player zero-sum and potential games the sink chain components and sink connected components are in a one-to-one correspondence, and we conjecture that this holds in all games.

Keywords

Cite

@article{arxiv.2209.15230,
  title  = {The Replicator Dynamic, Chain Components and the Response Graph},
  author = {Oliver Biggar and Iman Shames},
  journal= {arXiv preprint arXiv:2209.15230},
  year   = {2023}
}

Comments

22 pages, 2 figures. Accepted version. To appear in Algorithmic Learning Theory 2023

R2 v1 2026-06-28T02:25:46.397Z