Multi-agent learning via markov potential games in marketplaces for distributed energy resources

D Narasimha, K Lee, D Kalathil… - 2022 IEEE 61st …, 2022 - ieeexplore.ieee.org
Much change is happening in electricity markets due to the entrance of small-scale
prosumers that both generate and consume electricity. Both large and small consumers can …

Finite-sample analysis of decentralized Q-learning for stochastic games

Z Gao, Q Ma, T Başar, JR Birge - arXiv preprint arXiv:2112.07859, 2021 - arxiv.org
Learning in stochastic games is arguably the most standard and fundamental setting in multi-
agent reinforcement learning (MARL). In this paper, we consider decentralized MARL in …

[PDF][PDF] Aarhus University

B Hansen, SC Sølvsten - arXiv preprint arXiv:2006.08314, 2020 - ask.qcloudimg.com
We show that the problem of deciding whether in a multi-player perfect information recursive
game (ie a stochastic game with terminal rewards) there exists a stationary Nash equilibrium …

Sample complexity of decentralized tabular Q-learning for stochastic games

Z Gao, Q Ma, T Başar, JR Birge - 2023 American Control …, 2023 - ieeexplore.ieee.org
In this paper, we carry out finite-sample analysis of decentralized Q-learning algorithms in
the tabular setting for a significant subclass of general-sum stochastic games (SGs)–weakly …

Rational verification with quantitative probabilistic goals

D Hyland, K Shankaranarayanan… - International …, 2024 - research.monash.edu
We study the rational verification problem for multi-agent systems in a setting where agents
have quantitative probabilistic goals. We use concurrent stochastic games to model multi …

Answerable and unanswerable questions in risk analysis with open‐world novelty

LA Cox Jr - Risk Analysis, 2020 - Wiley Online Library
Decision analysis and risk analysis have grown up around a set of organizing questions:
what might go wrong, how likely is it to do so, how bad might the consequences be, what …

[PDF][PDF] The University of Chicago

G Gao - United States, 2023 - knowledge.uchicago.edu
4 DESIGN OF POWER PURCHASE AGREEMENTS WITH RENEWABLE ENERGY
GENERATORS................................ 243 4.1 Introduction.................................... 243 4.1. 1 …

Stochastic equilibria under imprecise deviations in terminal-reward concurrent games

P Bouyer, N Markey, D Stan - arXiv preprint arXiv:1609.04089, 2016 - arxiv.org
We study the existence of mixed-strategy equilibria in concurrent games played on graphs.
While existence is guaranteed with safety objectives for each player, Nash equilibria need …

Answerable and Unanswerable Questions in Decision and Risk Analysis

LA Cox Jr - AI-ML for Decision and Risk Analysis: Challenges and …, 2023 - Springer
Decision analysis and risk analysis have grown up around a set of organizing questions:
what might go wrong, how likely is it to do so, how bad might the consequences be, what …

Existential theory of the reals completeness of stationary nash equilibria in perfect information stochastic games

KA Hansen, SC Sølvsten - arXiv preprint arXiv:2006.08314, 2020 - arxiv.org
We show that the problem of deciding whether in a multi-player perfect information recursive
game (ie a stochastic game with terminal rewards) there exists a stationary Nash equilibrium …