14 citations · 14 across the 1 of their papers we have counts for
3 papers
cs.GT2021★ 14 cited
Optimality and Stability in Federated Learning: A Game-theoretic Approach
Kate Donahue, Jon Kleinberg
Federated learning is a distributed learning paradigm where multiple agents, each only with access to local data, jointly learn a global model. There has recently been an explosion…
cs.GT2020
Model-sharing Games: Analyzing Federated Learning Under Voluntary Participation
Kate Donahue, Jon Kleinberg
Federated learning is a setting where agents, each with access to their own data source, combine models from local data to create a global model. If agents are drawing their data f…
cs.DS2019
Fairness and Utilization in Allocating Resources with Uncertain Demand
Kate Donahue, Jon Kleinberg
Resource allocation problems are a fundamental domain in which to evaluate the fairness properties of algorithms. The trade-offs between fairness and utilization have a long histor…