Sotabase

Career

· Assistant Professor, University of Illinois Urbana-Champaign2026–
· METEOR Postdoctoral Researcher, MIT2024–2026
· Intern, Google2023–
· Intern, Amazon2022–
· Intern, Microsoft Research2021–
· PhD in Computer Science, Cornell University2019–2024
· Bachelor of Arts in Mathematics, Harvard University2016–2020
· Data Scientist, Booz Allen Hamilton
· Researcher, Program of Evolutionary Dynamics, Harvard University

Publications (13)

Model-sharing Games: Analyzing Federated Learning Under Voluntary Participation
AAAI Conference on Artificial Intelligence · 2020
93
cited
Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness
Conference on Fairness, Accountability and Transparency · 2022
64
cited
Optimality and Stability in Federated Learning: A Game-theoretic Approach
Neural Information Processing Systems · 2021
64
cited
Fairness and utilization in allocating resources with uncertain demand
FAT* · 2019
49
cited
Evolving cooperation in multichannel games
Nature Communications · 2020
45
cited
Models of fairness in federated learning
arXiv.org · 2021
16
cited
Fairness in model-sharing games
The Web Conference · 2021
12
cited
When Are Two Lists Better than One?: Benefits and Harms in Joint Decision-making
AAAI Conference on Artificial Intelligence · 2023
8
cited
Impact of Decentralized Learning on Player Utilities in Stackelberg Games
International Conference on Machine Learning · 2024
6
cited
Better Together? How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness
arXiv.org · 2021
4
cited
Private Blotto: Viewpoint Competition with Polarized Agents
AAAI Conference on Artificial Intelligence · 2023
3
cited
AI-Assisted Decision Making with Human Learning
ACM Conference on Economics and Computation · 2025
2
cited
“ All Together Now ” Linking the Public Goods Game and Prisoner ’ s Dilemma For Robustness Against Free-Riders
2016
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Kate Donahue | Researcher Profile | Sotabase | Sotabase