Pathwise Individual Rationality in Federated Learning: A Mechanism-Architecture Co-Design
Participation in federated learning (FL) comes at a cost. Clients trade off privacy, communication, and compute costs for potentially greater gains in model efficacy. This paper explores this tradeoff under the aegis of individual rationality (IR) versus autarky, the basic game-theoretic requirement that the federation...
Amin Meghrazi, Srinivasan Parthasarathy, A. Perrault
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