Navigating in a Space of Game Views
MP Wellman, K Mayo
Autonomous Agents and Multi-Agent Systems (JAAMAS), 38(31):1–25, 2024.
Abstract
Game-theoretic modeling entails selecting the particular elements of a complex strategic situation deemed most salient for strategic analysis.…
Katherine Mayo defends dissertation
On 15 May 2024, Katherine Mayo successfully defended her PhD dissertation titled, "A Strategic Agent-Based Analysis of Economic and Technological Changes in Financial Networks."
Thanks to the dissertation committee members:
Michael…
SRG paper wins Best Paper Award at ALA 2024 workshop
The paper titled "A Meta-Game Evaluation Framework for Deep Multiagent Reinforcement Learning," authored by Zun Li, while he was a PhD student with SRG, and Michael Wellman just won the best paper award at the 16th Adaptive and Learning Agents…
A Meta-Game Evaluation Framework for Deep Multiagent Reinforcement Learning
Z Li and MP Wellman
33rd International Joint Conference on Artificial Intelligence (IJCAI), pages 148-156, August 2024.
earlier version won Best Paper Award at 16th Adaptive and Learning Agents (ALA) Workshop at AAMAS, May 2024.
Abstract
Evaluating…
Co-Learning Empirical Games and World Models
MO Smith and MP Wellman
1st Reinforcement Learning Conference (RLC), August 2024. Forthcoming.
Abstract
Game-based decision-making involves reasoning over both world dynamics and strategic interactions among the agents. Typically, empirical…
Fraud Risk Mitigation in Real-Time Payments: A Strategic Agent-Based Analysis
K Mayo, N Grabill, and MP Wellman
33rd International Joint Conference on Artificial Intelligence (IJCAI), pages 157-165, August 2024.
Abstract
Whereas standard financial mechanisms for payment may take days to finalize, real-time payments…
Generalized Response Objectives for Strategy Exploration in Empirical Game-Theoretic Analysis
Y Wang and MP Wellman
23nd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), May 2024. Forthcoming.
Abstract
In the policy-space response oracle (PSRO) framework, strategy sets defining an empirical game are iteratively…
Zun Li defends dissertation
On 17 January 2024, Zun Li successfully defended his PhD dissertation titled, "Artificial Intelligence Algorithms for Large Economic and Computer Games."
Thanks to the dissertation committee members:
Michael Wellman (chair)
…
Strategic Knowledge Transfer
MO Smith, T Anthony, MP Wellman
Journal of Machine Learning Research (JMLR), 24(233):1−96, August 2023.
Abstract
In the course of playing or solving a game, it is common to face a series of changing other-agent strategies. These strategies…
Learning to play against any mixture of opponents
MO Smith, T Anthony, MP Wellman
Frontiers of Artificial Intelligence (Sec. Machine Learning and Artificial Intelligence), Volume 6, July 2023.
Abstract
Intuitively, experience playing against one mixture of opponents in a given domain should…