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• A Field Guide to Federated Optimization
  2021 · 167 citations
• FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction
  2022 · 44 citations
• Local Adaptivity in Federated Learning: Convergence and Consistency
  2021 · 21 citations
• Byzantine-robust Federated Learning through Spatial-temporal Analysis of Local Model Updates
  2021 · 5 citations
• GLOCALFAIR: Jointly Improving Global and Local Group Fairness in Federated Learning
  2024 · 1 citations
• Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models
  2024 · 1 citations
• Revisiting Federated Fine-Tuning: A Single Communication Round is Enough for Foundation Models
  2024
• RecUP-FL: Reconciling Utility and Privacy in Federated Learning via User-configurable Privacy Defense
  2023
• RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs
  2024
• Deliberation in Latent Space via Differentiable Cache Augmentation
  2024