Online Active Learning with Dynamic Marginal Gain Thresholding. - Mariel A. Werner; Anastasios Angelopoulos; Stephen Bates; Michael I. Jordan (CoRR, 2022)

Provably Personalized and Robust Federated Learning. - Mariel A. Werner; Lie He; Michael I. Jordan; Martin Jaggi; Sai Praneeth Karimireddy (Trans. Mach. Learn. Res., 2023)

Privacy Can Arise Endogenously in an Economic System with Learning Agents. - Nivasini Ananthakrishnan; Tiffany Ding; Mariel A. Werner; Sai Praneeth Karimireddy; Michael I. Jordan (FORC, 2024)

Defection-Free Collaboration between Competitors in a Learning System. - Mariel A. Werner; Sai Praneeth Karimireddy; Michael I. Jordan (CoRR, 2024)

Collaborative Learning: Aligning Goals and Outcomes - Mariel A. Werner (2024)