Towards One-shot Federated Learning: Advances, Challenges, and Future Directions May 5, 2025 Federated Learning Survey
Code Code Available Eliminating Domain Bias for Federated Learning in Representation Space Nov 25, 2023 Federated Learning Privacy Preserving
Code Code Available FedML Parrot: A Scalable Federated Learning System via Heterogeneity-aware Scheduling on Sequential and Hierarchical Training Mar 3, 2023 Federated Learning GPU
Code Code Available FedML-HE: An Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System Mar 20, 2023 Federated Learning Privacy Preserving
Code Code Available Differential Privacy: What is all the noise about? May 19, 2022 All Federated Learning
Code Code Available PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark Dec 8, 2023 Federated Learning Personalized Federated Learning
Code Code Available FLEX: FLEXible Federated Learning Framework Apr 9, 2024 Federated Learning
Code Code Available FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy Jul 1, 2023 Federated Learning Personalized Federated Learning
Code Code Available GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning Aug 20, 2023 Fairness Federated Learning
Code Code Available A Survey on LoRA of Large Language Models Jul 8, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Jun 4, 2025 Federated Learning Transfer Learning
Code Code Available Calibre: Towards Fair and Accurate Personalized Federated Learning with Self-Supervised Learning Dec 28, 2024 Fairness Federated Learning
Code Code Available FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models Jun 7, 2024 Federated Learning
Code Code Available pfl-research: simulation framework for accelerating research in Private Federated Learning Apr 9, 2024 Federated Learning
Code Code Available Improved Modelling of Federated Datasets using Mixtures-of-Dirichlet-Multinomials Jun 4, 2024 Federated Learning
Code Code Available OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning Feb 10, 2024 Federated Learning Instruction Following
Code Code Available Global and Local Prompts Cooperation via Optimal Transport for Federated Learning Feb 29, 2024 Federated Learning Prompt Learning
Code Code Available FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Oct 10, 2022 Federated Learning
Code Code Available An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning Mar 23, 2024 Federated Learning Transfer Learning
Code Code Available FedPylot: Navigating Federated Learning for Real-Time Object Detection in Internet of Vehicles Jun 5, 2024 Autonomous Driving Autonomous Vehicles
Code Code Available FedGraph: A Research Library and Benchmark for Federated Graph Learning Oct 8, 2024 Benchmarking Federated Learning
Code Code Available FedML: A Research Library and Benchmark for Federated Machine Learning Jul 27, 2020 BIG-bench Machine Learning Distributed Computing
Code Code Available FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heterogeneity in Federated Learning Jan 6, 2024 Contrastive Learning Federated Learning
Code Code Available Analytic Federated Learning May 25, 2024 Federated Learning
Code Code Available FedModule: A Modular Federated Learning Framework Sep 7, 2024 Federated Learning Personalized Federated Learning
Code Code Available FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning Aug 13, 2021 Federated Learning
Code Code Available Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting Dec 5, 2024 Federated Learning Management
Code Code Available FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning Feb 27, 2023 Federated Learning Privacy Preserving
Code Code Available FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations Sep 9, 2024 Federated Learning Privacy Preserving
Code Code Available fluke: Federated Learning Utility frameworK for Experimentation and research Dec 20, 2024 Federated Learning
Code Code Available Federated Learning with New Knowledge: Fundamentals, Advances, and Futures Feb 3, 2024 Federated Learning Privacy Preserving
Code Code Available FedBiOT: LLM Local Fine-tuning in Federated Learning without Full Model Jun 25, 2024 Federated Learning
Code Code Available Enhancing Privacy in Federated Learning: Secure Aggregation for Real-World Healthcare Applications Sep 2, 2024 CPU Federated Learning
Code Code Available FedCache 2.0: Federated Edge Learning with Knowledge Caching and Dataset Distillation May 22, 2024 Dataset Distillation Federated Learning
Code Code Available FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation Mar 8, 2024 Federated Learning Image Segmentation
Code Code Available Cooperative Edge Caching Based on Elastic Federated and Multi-Agent Deep Reinforcement Learning in Next-Generation Network Jan 18, 2024 Deep Reinforcement Learning Federated Learning
Code Code Available DPAUC: Differentially Private AUC Computation in Federated Learning Aug 25, 2022 Federated Learning
Code Code Available Adaptive Latent-Space Constraints in Personalized FL May 12, 2025 Federated Learning
Code Code Available Adaptive Personalized Federated Learning Mar 30, 2020 Bilevel Optimization Federated Learning
Code Code Available Advances and Open Problems in Federated Learning Dec 10, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models Oct 16, 2023 Federated Learning parameter-efficient fine-tuning
Code Code Available Fed3DGS: Scalable 3D Gaussian Splatting with Federated Learning Mar 18, 2024 3DGS 3D Reconstruction
Code Code Available A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Jul 16, 2023 Continual Learning Federated Learning
Code Code Available Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework Sep 17, 2024 Benchmarking Federated Learning
Code Code Available Advancing MRI Reconstruction: A Systematic Review of Deep Learning and Compressed Sensing Integration Jan 24, 2025 compressed sensing Federated Learning
Code Code Available Confidential Federated Computations Apr 16, 2024 Federated Learning
Code Code Available Efficient Federated Learning Tiny Language Models for Mobile Network Feature Prediction Apr 2, 2025 Federated Learning
Code Code Available Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning Dec 4, 2024 Federated Learning
Code Code Available COALA: A Practical and Vision-Centric Federated Learning Platform Jul 23, 2024 Benchmarking Continual Learning
Code Code Available A Survey on Federated Fine-tuning of Large Language Models Mar 15, 2025 Federated Learning parameter-efficient fine-tuning
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