Instytut Podstawowych Problemów Techniki
Polskiej Akademii Nauk

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A. Shen


Prace konferencyjne
1.  Kozachinskiy A., Shen A., Steifer T., Optimal Bounds for Dissatisfaction in Perpetual Voting, 39-AAAI, Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025-02-25/03-04, Philadelphia (US), DOI: 10.1609/aaai.v39i13.33529, No.39(13), pp.13977-13984, 2025

Streszczenie:
In perpetual voting, multiple decisions are made at different moments in time. Taking the history of previous decisions into account allows us to satisfy properties such as proportionality over periods of time. In this paper, we consider the following question: is there a perpetual approval voting method that guarantees that no voter is dissatisfied too many times? We identify a sufficient condition on voter behavior ---which we call 'bounded conflicts' condition---under which a sublinear growth of dissatisfaction is possible. We provide a tight upper bound on the growth of dissatisfaction under bounded conflicts, using techniques from Kolmogorov complexity. We also observe that the approval voting with binary choices mimics the machine learning setting of prediction with expert advice. This allows us to present a voting method with sublinear guarantees on dissatisfaction under bounded conflicts, based on the standard techniques from prediction with expert advice.

Afiliacje autorów:
Kozachinskiy A. - inna afiliacja
Shen A. - inna afiliacja
Steifer T. - IPPT PAN
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