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• Federated Multi-Task Learning under a Mixture of Distributions
  2021 · 79 citations
• FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
  2022 · 53 citations
• Differentially Private Federated Learning on Heterogeneous Data
  2021 · 25 citations
• Privacy Amplification by Decentralization
  2020 · 3 citations
• Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis
  2024 · 2 citations
• Federated Causal Inference from Multi-Site Observational Data via Propensity Score Aggregation
  2025 · 1 citations
• From Noisy Fixed-Point Iterations to Private ADMM for Centralized and Federated Learning
  2023 · 1 citations
• Unveiling the Non-Monotonic Effect of Privacy on Generalization under Byzantine Robustness
  2026
• Loss Gap Parity for Fairness in Heterogeneous Federated Learning
  2026