Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity May 23, 2024 Federated Learning Sensitivity
Code Code Available Overcoming Data and Model Heterogeneities in Decentralized Federated Learning via Synthetic Anchors May 19, 2024 Domain Adaptation Federated Learning
Code Code Available Harmonizing Generalization and Personalization in Federated Prompt Learning May 16, 2024 Federated Learning Prompt Learning
Code Code Available Feature-based Federated Transfer Learning: Communication Efficiency, Robustness and Privacy May 15, 2024 Federated Learning image-classification
Code Code Available FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization May 10, 2024 Decision Making Decoder
Code Code Available ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI May 10, 2024 Data Augmentation Federated Learning
Code Code Available Federated Adaptation for Foundation Model-based Recommendations May 8, 2024 Federated Learning model
Code Code Available From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching Apr 27, 2024 Fairness Federated Learning
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available EHRFL: Federated Learning Framework for Institution-Specific Model Construction using Electronic Health Records Apr 20, 2024 Federated Learning
Code Code Available Towards Multi-modal Transformers in Federated Learning Apr 18, 2024 Federated Learning Privacy Preserving
Code Code Available FedPFT: Federated Proxy Fine-Tuning of Foundation Models Apr 17, 2024 Federated Learning
Code Code Available FedSelect: Personalized Federated Learning with Customized Selection of Parameters for Fine-Tuning Apr 3, 2024 Federated Learning Personalized Federated Learning
Code Code Available Dual-Personalizing Adapter for Federated Foundation Models Mar 28, 2024 Federated Learning
Code Code Available Text-Enhanced Data-free Approach for Federated Class-Incremental Learning Mar 21, 2024 class-incremental learning Class Incremental Learning
Code Code Available FedFisher: Leveraging Fisher Information for One-Shot Federated Learning Mar 19, 2024 Federated Learning
Code Code Available Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation Mar 18, 2024 Brain Tumor Segmentation Federated Learning
Code Code Available Pencil: Private and Extensible Collaborative Learning without the Non-Colluding Assumption Mar 17, 2024 Federated Learning Privacy Preserving
Code Code Available FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling Mar 5, 2024 Contrastive Learning Data Augmentation
Code Code Available FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation Feb 27, 2024 Decoder Federated Learning
Code Code Available Enhancing One-Shot Federated Learning Through Data and Ensemble Co-Boosting Feb 23, 2024 Federated Learning
Code Code Available FedKit: Enabling Cross-Platform Federated Learning for Android and iOS Feb 16, 2024 Federated Learning
Code Code Available FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing Feb 13, 2024 Edge-computing Federated Learning
Code Code Available Training Heterogeneous Client Models using Knowledge Distillation in Serverless Federated Learning Feb 11, 2024 Federated Learning Knowledge Distillation
Code Code Available Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off Feb 10, 2024 Federated Learning
Code Code Available FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning Feb 9, 2024 All Federated Learning
Code Code Available FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning Feb 8, 2024 continuous-control Continuous Control
Code Code Available Group Distributionally Robust Dataset Distillation with Risk Minimization Feb 7, 2024 Dataset Distillation Federated Learning
Code Code Available Towards Eliminating Hard Label Constraints in Gradient Inversion Attacks Feb 5, 2024 Federated Learning Image Reconstruction
Code Code Available Workflow Optimization for Parallel Split Learning Feb 1, 2024 Federated Learning Scheduling
Code Code Available MP-SL: Multihop Parallel Split Learning Jan 31, 2024 Federated Learning
Code Code Available Prompt-enhanced Federated Content Representation Learning for Cross-domain Recommendation Jan 26, 2024 Federated Learning Privacy Preserving
Code Code Available Communication-Efficient Federated Learning through Adaptive Weight Clustering and Server-Side Distillation Jan 25, 2024 Clustering Federated Learning
Code Code Available GI-PIP: Do We Require Impractical Auxiliary Dataset for Gradient Inversion Attacks? Jan 22, 2024 Anomaly Detection Federated Learning
Code Code Available Communication Efficient and Provable Federated Unlearning Jan 19, 2024 Federated Learning
Code Code Available FedTabDiff: Federated Learning of Diffusion Probabilistic Models for Synthetic Mixed-Type Tabular Data Generation Jan 11, 2024 Attribute Denoising
Code Code Available Relaxed Contrastive Learning for Federated Learning Jan 10, 2024 Contrastive Learning Federated Learning
Code Code Available Federated Unlearning: A Survey on Methods, Design Guidelines, and Evaluation Metrics Jan 10, 2024 Federated Learning
Code Code Available Improving Transferability of Network Intrusion Detection in a Federated Learning Setup Jan 7, 2024 Federated Learning Intrusion Detection
Code Code Available PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning Jan 4, 2024 class-incremental learning Class Incremental Learning
Code Code Available FedAS: Bridging Inconsistency in Personalized Federated Learning Jan 1, 2024 Federated Learning Personalized Federated Learning
Code Code Available FedHCA2: Towards Hetero-Client Federated Multi-Task Learning Jan 1, 2024 Decoder Federated Learning
Code Code Available Federated Class-Incremental Learning with New-Class Augmented Self-Distillation Jan 1, 2024 class-incremental learning Class Incremental Learning
Code Code Available Federated Learning via Input-Output Collaborative Distillation Dec 22, 2023 Federated Learning image-classification
Code Code Available TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance Dec 21, 2023 Explainable Models Fault localization
Code Code Available Towards Fair Graph Federated Learning via Incentive Mechanisms Dec 20, 2023 Fairness Federated Learning
Code Code Available Federated Learning with Extremely Noisy Clients via Negative Distillation Dec 20, 2023 Federated Learning Knowledge Distillation
Code Code Available FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise Dec 20, 2023 Federated Learning Image Segmentation
Code Code Available Privacy-Aware Document Visual Question Answering Dec 15, 2023 document understanding Federated Learning
Code Code Available CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available 