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Invited Paper Session

Statistical Foundations for Federated and Collaborative Learning

Wed, Aug 6, 2:00 PM - 3:50 PM Room CC-209B Music City Center

Jiaming XuOrganizerPengkun YangOrganizerPengkun YangChairLili SuOrganizer

IMS co: International Chinese Statistical Associationco: Institute for Operations Research and the Management Sciences

3 Presentations

Adaptive and robust multi-task learning

2:05 PM - 2:30 PM

multi-task learning adaptivity robustness model mis-specification clustering low-rank model

Collaborative Learning Amidst Heterogeneity

2:30 PM - 2:55 PM

Sai Praneeth Karimireddy (USC)

federated learning causal inference experiment design mechanism design collaborative learning meta analysis

Federated Learning for Nonparametric Function Estimation: Framework and Optimality

2:55 PM - 3:20 PM

Tony Cai (University of Pennsylvania)

differential privacy distributed inference optimal rate

Discussant

Tony Cai (University of Pennsylvania)

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