EHRFL: Federated Learning Framework for Institution-Specific Model Construction using Electronic Health Records Apr 20, 2024 Federated Learning
Code Code Available 5 DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available 5 CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness Federated Learning
Code Code Available 5 Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available 5 Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available 5 Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Oct 3, 2022 Domain Generalization Federated Learning
Code Code Available 5 Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
Code Code Available 5 Federated Ensemble-Directed Offline Reinforcement Learning May 4, 2023 continuous-control Continuous Control
Code Code Available 5 Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes Dec 11, 2023 Federated Learning Large Language Model
Code Code Available 5 Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available 5 Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available 5 FedGS: Federated Graph-based Sampling with Arbitrary Client Availability Nov 25, 2022 Federated Learning
Code Code Available 5 ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available 5 Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Sep 12, 2022 Federated Learning image-classification
Code Code Available 5 A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available 5 Federated Knowledge Distillation Nov 4, 2020 Federated Learning Knowledge Distillation
Code Code Available 5 Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available 5 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction Sep 12, 2019 Distributed Optimization Federated Learning
Code Code Available 5 Adaptive Federated Optimization Feb 29, 2020 Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification Jan 20, 2025 Federated Learning image-classification
Code Code Available 5 Communication-Efficient Federated Learning through Adaptive Weight Clustering and Server-Side Distillation Jan 25, 2024 Clustering Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning with Compensated Overlap-FedAvg Dec 12, 2020 Data Compression Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoT Jul 1, 2020 Edge-computing Federated Learning
Code Code Available 5 Communication-Efficient Heterogeneous Federated Learning with Generalized Heavy-Ball Momentum Nov 30, 2023 Federated Learning
Code Code Available 5 Federated Learning for COVID-19 Detection with Generative Adversarial Networks in Edge Cloud Computing Oct 14, 2021 Cloud Computing Federated Learning
Code Code Available 5 Communication-Efficient Learning of Deep Networks from Decentralized Data Feb 17, 2016 Federated Learning Speech Recognition
Code Code Available 5 Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection Jun 15, 2021 Anomaly Detection Federated Learning
Code Code Available 5 Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS Apr 1, 2022 Autonomous Vehicles Federated Learning
Code Code Available 5 Federated Learning from Only Unlabeled Data with Class-Conditional-Sharing Clients Apr 7, 2022 Federated Learning
Code Code Available 5 Applied Federated Learning: Improving Google Keyboard Query Suggestions Dec 7, 2018 BIG-bench Machine Learning Federated Learning
Code Code Available 5 Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method Sep 29, 2024 Federated Learning Learning Theory
Code Code Available 5 Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Jun 27, 2022 Federated Learning
Code Code Available 5 Flame: Simplifying Topology Extension in Federated Learning May 9, 2023 Federated Learning
Code Code Available 5 Continual Local Training for Better Initialization of Federated Models May 26, 2020 Federated Learning
Code Code Available 5 Federated Learning under Distributed Concept Drift Jun 1, 2022 Clustering Drift Detection
Code Code Available 5 Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning Dec 16, 2020 Federated Learning Intrusion Detection
Code Code Available 5 Specialized federated learning using a mixture of experts Oct 5, 2020 Federated Learning Mixture-of-Experts
Code Code Available 5 A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection Feb 7, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Proportional Fairness in Federated Learning Feb 3, 2022 Fairness Federated Learning
Code Code Available 5 ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available 5 CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available 5 A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available 5 Federated Adaptive Prompt Tuning for Multi-Domain Collaborative Learning Nov 15, 2022 Federated Learning image-classification
Code Code Available 5 Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data Aug 7, 2023 Contrastive Learning Federated Learning
Code Code Available 5 DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder Federated Learning
Code Code Available 5 Exploiting Label Skews in Federated Learning with Model Concatenation Dec 11, 2023 Federated Learning image-classification
Code Code Available 5 Federated Learning with Diffusion Models for Privacy-Sensitive Vision Tasks Nov 28, 2023 Federated Learning Image Generation
Code Code Available 5 DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Dec 8, 2024 Edge-computing Federated Learning
Code Code Available 5 A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
Code Code Available 5 