Federated Learning via Inexact ADMM Apr 22, 2022 Federated Learning
Code Code Available Federated Learning via Input-Output Collaborative Distillation Dec 22, 2023 Federated Learning image-classification
Code Code Available Personalized Federated Learning with Adaptive Batchnorm for Healthcare Dec 1, 2021 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning with Bilateral Curation for Partially Class-Disjoint Data May 29, 2024 Federated Learning
Code Code Available Federated Learning with Superquantile Aggregation for Heterogeneous Data Dec 17, 2021 Federated Learning
Code Code Available Federated Learning with Label Distribution Skew via Logits Calibration Sep 1, 2022 Federated Learning
Code Code Available Federated Learning with Matched Averaging Feb 15, 2020 Federated Learning
Code Code Available Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network Jun 17, 2023 Backdoor Attack Federated Learning
Code Code Available Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML Sep 14, 2024 Federated Learning Privacy Preserving
Code Code Available FedDR -- Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization Mar 5, 2021 Federated Learning
Code Code Available Federated Learning with Taskonomy for Non-IID Data Mar 29, 2021 Fairness 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 Ditto: Fair and Robust Federated Learning Through Personalization Dec 8, 2020 Fairness Federated Learning
Code Code Available Federated Multi-Task Learning under a Mixture of Distributions Aug 23, 2021 Fairness Federated Learning
Code Code Available Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence Oct 21, 2019 Federated Learning
Code Code Available Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Mar 4, 2025 Federated Learning Image Segmentation
Code Code Available Federated Recommendation with Additive Personalization Jan 22, 2023 Federated Learning Recommendation Systems
Code Code Available An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available Omnidirectional Transfer for Quasilinear Lifelong Learning Apr 27, 2020 Federated Learning Lifelong learning
Code Code Available Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning Jun 18, 2021 Adversarial Robustness Federated Learning
Code Code Available Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data Oct 23, 2024 Entity Alignment Federated Learning
Code Code Available Federated Unlearning: How to Efficiently Erase a Client in FL? Jul 12, 2022 Federated Learning
Code Code Available Federated Unlearning with Gradient Descent and Conflict Mitigation Dec 28, 2024 Federated Learning
Code Code Available FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data Nov 17, 2022 Classifier calibration Federated Learning
Code Code Available FedFed: Feature Distillation against Data Heterogeneity in Federated Learning Oct 8, 2023 Federated Learning
Code Code Available FedFly: Towards Migration in Edge-based Distributed Federated Learning Nov 2, 2021 Federated Learning Privacy Preserving
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available FedFusion: Manifold Driven Federated Learning for Multi-satellite and Multi-modality Fusion Nov 16, 2023 Edge-computing Federated Learning
Code Code Available A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available Bias Propagation in Federated Learning Sep 5, 2023 Fairness Federated Learning
Code Code Available Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration Sep 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available FedGroup: Efficient Clustered Federated Learning via Decomposed Data-Driven Measure Oct 14, 2020 Clustering Federated Learning
Code Code Available FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling Mar 5, 2024 Contrastive Learning Data Augmentation
Code Code Available FEDIC: Federated Learning on Non-IID and Long-Tailed Data via Calibrated Distillation Apr 30, 2022 Federated Learning Long-tail Learning
Code Code Available Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available FedKL: Tackling Data Heterogeneity in Federated Reinforcement Learning by Penalizing KL Divergence Apr 18, 2022 Federated Learning reinforcement-learning
Code Code Available FedLab: A Flexible Federated Learning Framework Jul 24, 2021 Federated Learning
Code Code Available FedLess: Secure and Scalable Federated Learning Using Serverless Computing Nov 5, 2021 Federated Learning Management
Code Code Available Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
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 FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing Feb 13, 2024 Edge-computing Federated Learning
Code Code Available Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Aug 26, 2020 Diversity Federated Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Jul 11, 2024 Diversity Federated Learning
Code Code Available Decentralized Federated Learning: A Segmented Gossip Approach Aug 21, 2019 Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available 