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…
Yongzhao Wang defends dissertation
On August 14, 2023, Yongzhao Wang successfully defended his PhD dissertation titled, "Multiagent Learning by Iterative Refinement of Game Models."
Thanks to the dissertation committee members:
Michael Wellman (chair)
Mingyan Liu
…
Max Smith defends dissertation
On July 26, 2023, Max Smith successfully defended his PhD dissertation titled, "Efficient Game Solving through Transfer Learning."
Thanks to the dissertation committee members:
Michael Wellman (chair)
Satinder Singh Baveja
Honglak…
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…
Madelyn Gatchel Passes Prelim
Madelyn Gatchel passed the CSE prelim exam, based on her directed study project titled “Learning Parameterized Families of Games”.
Congratulations, Madelyn!
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…
Yongzhao finishes as CSE Graduate Honors Runner-up
Yongzhao Wang was one of the runners-up from the AI lab in the lead-up to the 19th Annual CSE Graduate Honors Competition. He gave a short presentation on his research titled "Multi-Agent Learning by Iterative Refinement of Game Models" at…
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:
…
