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Exact Unlearning of Finetuning Data via Model Merging at Scale

Privacy of Decentralized Machine Learning

Federated, Synthetic, Personalized: Heterogeneity Here or There?

Federated, Synthetic, Personalized: Heterogeneity Here or There?

Federated, Synthetic, Personalized: Heterogeneity Here or There?

Privacy Amplification from Structured Algorithmic Randomness

Symbiotic Relations between Decoupled Training, Optimization, and Federated Learning

The Many Faces of Heterogeneity: Federated, Continual, and Modular Learning

Understanding Outer Optimizers in Local SGD: Learning Rates, Momentum, and Acceleration

"Federated Reinforcement Learning: Statistical and Communication Trade-offs