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…
Katherine Mayo defends dissertation proposal
On July 17, 2022, Katherine Mayo presented and successfully defended her dissertation proposal titled "A Strategic Analysis of Economic and Technological Changes in Financial Networks Using Agent-Based Modeling."
The dissertation committee…
Learning Parameterized Families of Games
M Gatchel and B Wiedenbeck
22nd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), pp. 1044–1052, June 2023.
Abstract
To understand the impact of parameters in strategic environments, typical game-theoretic analysis…
Empirical Game-Theoretic Analysis for Mean Field Games
Y Wang and MP Wellman
22nd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), pp. 1025–1033, June 2023.
Abstract
We present a simulation-based approach for solution of mean field games (MFGs), using the framework…
Christine Konicki defends dissertation proposal
On October 17, 2022, Christine Konicki presented and successfully defended her dissertation proposal titled "A Tree-Exploiting Approach to Empirical Game-Theoretic Analysis for Extensive-Form Games."
The dissertation committee comprises:
…
Solving Structured Hierarchical Games Using Differential Backward Induction
Z Li, F Jia, A Mate, S Jabbari, M Chakraborty, M Tambe, and Y Vorobeychik
38th Conference on Uncertainty in Artificial Intelligence (UAI), PMLR 180: pp. 1107–1117, August 2022
Previous version presented at ICLR Workshop on Gamification…
Yongzhao Wang defends dissertation proposal
On 10 May 2022, Yongzhao Wang presented and successfully defended his dissertation proposal titled "Multi-agent Learning by Iterative Refinement of Game Models."
The dissertation committee comprises:
Michael Wellman [chair]
Tilman…
Zun Li defends dissertation proposal
On 27 April 2022, Zun Li presented and successfully defended his dissertation proposal titled "A Modern AI Approach to Strategic Reasoning over Complex Multiagent Systems".
The dissertation committee comprises:
Michael Wellman [chair]
…
