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