Best Response Sequences and Tradeoffs in Submodular Resource Allocation Games

Rohit Konda, Rahul Chandan, David Grimsman, Jason R. Marden

Abstract: Deriving competitive, distributed solutions to multiagent problems is crucial for many developing application domains. The game theory has emerged as a useful framework to design such algorithms. However, much of the attention within this framework is on the study of equilibrium behavior, whereas transient behavior is often ignored. Therefore, in this article we study the transient efficiency guarantees of best response processes in the context of submodular resource allocation games, which find application in various engineering contexts. Specifically, the main focus of this article is on characterizing the optimal short-term system-level behavior under the best-response process. Interestingly, the resulting transient performance guarantees are relatively close to the optimal asymptotic performance guarantees. Furthermore, we characterize the tradeoffs that result when optimizing for both asymptotic and transient efficiency through various utility designs.

External IDs:dblp:journals/tac/KondaCGM26