AITopics | large-scale dynamic game

Collaborating Authors

large-scale dynamic game

Information about AI from the News, Publications, and Conferences

Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis

If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

Oblivious Equilibrium: A Mean Field Approximation for Large-Scale Dynamic Games

Neural Information Processing SystemsApr-6-2023, 15:33:44 GMT

We propose a mean-field approximation that dramatically reduces the computational complexity of solving stochastic dynamic games. We pro- vide conditions that guarantee our method approximates an equilibrium as the number of agents grow. We then derive a performance bound to assess how well the approximation performs for any given number of agents. We apply our method to an important class of problems in ap- plied microeconomics. We show with numerical experiments that we are able to greatly expand the set of economic problems that can be analyzed computationally.

artificial intelligence, large-scale dynamic game, mean field approximation, (2 more...)

Neural Information Processing Systems

Technology:

Information Technology > Artificial Intelligence (0.81)
Information Technology > Game Theory (0.69)

Add feedback