Empirical Game-Theoretic Analysis: A Survey
MP Wellman, K Tuyls, A Greenwald
Abstract
In the empirical approach to game-theoretic analysis (EGTA), the model of the game comes not from declarative representation, but is derived by interrogation of a procedural description of…
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)
…
Learning to Manipulate a Financial Benchmark
M Shearer, G Rauterberg, and MP Wellman
Proceedings of 4th ACM International Conference on AI in Finance (ICAIF'23), pages 592–600, November 2023.
Abstract
Financial benchmarks estimate market values or reference rates used in a wide variety…
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…
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…
