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The Value of Recall in Extensive-Form Games

Publication ,  Conference
Berker, RE; Tewolde, E; Anagnostides, I; Sandholm, T; Conitzer, V
Published in: Proceedings of the Aaai Conference on Artificial Intelligence
April 11, 2025

Imperfect-recall games-in which players may forget previously acquired information-have found many practical applications, ranging from game abstractions to team games and testing AI agents. In this paper, we quantify the utility gain by endowing a player with perfect recall, which we call the value of recall (VoR). While VoR can be unbounded in general, we parameterize it in terms of various game properties, namely the structure of chance nodes and the degree of absentmindedness (the number of successive times a player enters the same information set). Further, we identify several pathologies that arise with VoR, and show how to circumvent them. We also study the complexity of computing VoR, and how to optimally apportion partial recall. Finally, we connect VoR to other previously studied concepts in game theory, including the price of anarchy. We use that connection in conjunction with the celebrated smoothness framework to characterize VoR in a broad class of games.

Duke Scholars

Published In

Proceedings of the Aaai Conference on Artificial Intelligence

DOI

EISSN

2374-3468

ISSN

2159-5399

Publication Date

April 11, 2025

Volume

39

Issue

13

Start / End Page

13631 / 13640
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Berker, R. E., Tewolde, E., Anagnostides, I., Sandholm, T., & Conitzer, V. (2025). The Value of Recall in Extensive-Form Games. In Proceedings of the Aaai Conference on Artificial Intelligence (Vol. 39, pp. 13631–13640). https://doi.org/10.1609/aaai.v39i13.33489
Berker, R. E., E. Tewolde, I. Anagnostides, T. Sandholm, and V. Conitzer. “The Value of Recall in Extensive-Form Games.” In Proceedings of the Aaai Conference on Artificial Intelligence, 39:13631–40, 2025. https://doi.org/10.1609/aaai.v39i13.33489.
Berker RE, Tewolde E, Anagnostides I, Sandholm T, Conitzer V. The Value of Recall in Extensive-Form Games. In: Proceedings of the Aaai Conference on Artificial Intelligence. 2025. p. 13631–40.
Berker, R. E., et al. “The Value of Recall in Extensive-Form Games.” Proceedings of the Aaai Conference on Artificial Intelligence, vol. 39, no. 13, 2025, pp. 13631–40. Scopus, doi:10.1609/aaai.v39i13.33489.
Berker RE, Tewolde E, Anagnostides I, Sandholm T, Conitzer V. The Value of Recall in Extensive-Form Games. Proceedings of the Aaai Conference on Artificial Intelligence. 2025. p. 13631–13640.

Published In

Proceedings of the Aaai Conference on Artificial Intelligence

DOI

EISSN

2374-3468

ISSN

2159-5399

Publication Date

April 11, 2025

Volume

39

Issue

13

Start / End Page

13631 / 13640