23 citations · 44 across the 8 of their papers we have counts for
4 papers · 1 filter
Private Blotto: Viewpoint Competition with Polarized Agents
Kate Donahue, Jon Kleinberg
Social media platforms are responsible for collecting and disseminating vast quantities of content. Recently, however, they have also begun enlisting users in helping annotate this…
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…
Better Together? How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness
Kate Donahue, Solon Barocas
Consider a cost-sharing game with players of different contribution to the total cost: an example might be an insurance company calculating premiums for a population of mixed-risk…
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…