Non-IID Quantum Federated Learning with One-shot Communication Complexity Sep 2, 2022 Federated Learning
Code Code Available Federated Learning with Label Distribution Skew via Logits Calibration Sep 1, 2022 Federated Learning
Code Code Available FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs Aug 29, 2022 Federated Learning Graph Learning
Code Code Available Towards Federated Learning against Noisy Labels via Local Self-Regularization Aug 25, 2022 Federated Learning Privacy Preserving
Code Code Available Federated Learning via Decentralized Dataset Distillation in Resource-Constrained Edge Environments Aug 24, 2022 Dataset Distillation Federated Learning
Code Code Available Joint Privacy Enhancement and Quantization in Federated Learning Aug 23, 2022 Federated Learning Privacy Preserving
Code Code Available FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution Aug 20, 2022 Federated Learning Personalized Federated Learning
Code Code Available A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available Practical Vertical Federated Learning with Unsupervised Representation Learning Aug 13, 2022 Federated Learning Privacy Preserving
Code Code Available FedOBD: Opportunistic Block Dropout for Efficiently Training Large-scale Neural Networks through Federated Learning Aug 10, 2022 Federated Learning
Code Code Available Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
Code Code Available Mobility-Aware Cooperative Caching in Vehicular Edge Computing Based on Asynchronous Federated and Deep Reinforcement Learning Aug 2, 2022 Deep Reinforcement Learning Edge-computing
Code Code Available Differentially Private Vertical Federated Clustering Aug 2, 2022 Clustering Federated Learning
Code Code Available Reconciling Security and Communication Efficiency in Federated Learning Jul 26, 2022 Federated Learning Quantization
Code Code Available Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges Jul 24, 2022 Continual Learning Federated Learning
Code Code Available UniFed: All-In-One Federated Learning Platform to Unify Open-Source Frameworks Jul 21, 2022 All Federated Learning
Code Code Available FedX: Unsupervised Federated Learning with Cross Knowledge Distillation Jul 19, 2022 Contrastive Learning Federated Learning
Code Code Available FLDetector: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clients Jul 19, 2022 Federated Learning Model Poisoning
Code Code Available FLAIR: Federated Learning Annotated Image Repository Jul 18, 2022 Federated Learning Multi-Label Classification
Code Code Available Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data Jul 15, 2022 Federated Learning Model Compression
Code Code Available Multi-Level Branched Regularization for Federated Learning Jul 14, 2022 Federated Learning Knowledge Distillation
Code Code Available One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis Jul 13, 2022 All Federated Learning
Code Code Available Federated Unlearning: How to Efficiently Erase a Client in FL? Jul 12, 2022 Federated Learning
Code Code Available Personalizing Federated Medical Image Segmentation via Local Calibration Jul 11, 2022 channel selection Federated Learning
Code Code Available Towards the Practical Utility of Federated Learning in the Medical Domain Jul 7, 2022 Federated Learning
Code Code Available Federated Self-supervised Learning for Video Understanding Jul 5, 2022 Action Recognition Federated Learning
Code Code Available Where to Begin? On the Impact of Pre-Training and Initialization in Federated Learning Jun 30, 2022 Federated Learning
Code Code Available FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Jun 28, 2022 Contrastive Learning Federated Learning
Code Code Available An Empirical Study of Personalized Federated Learning Jun 27, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Jun 27, 2022 Federated Learning
Code Code Available How to Combine Variational Bayesian Networks in Federated Learning Jun 22, 2022 Federated Learning image-classification
Code Code Available Personalized Subgraph Federated Learning Jun 21, 2022 Federated Learning
Code Code Available Mitigating Data Heterogeneity in Federated Learning with Data Augmentation Jun 20, 2022 Data Augmentation Domain Generalization
Code Code Available Shuffle Gaussian Mechanism for Differential Privacy Jun 20, 2022 Federated Learning
Code Code Available Pisces: Efficient Federated Learning via Guided Asynchronous Training Jun 18, 2022 Federated Learning Navigate
Code Code Available FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning Jun 17, 2022 Federated Learning Privacy Preserving
Code Code Available FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot Learning
Code Code Available On Privacy and Personalization in Cross-Silo Federated Learning Jun 16, 2022 Federated Learning Multi-Task Learning
Code Code Available Personalized Federated Learning via Variational Bayesian Inference Jun 16, 2022 Bayesian Inference Diversity
Code Code Available Federated Multi-organ Segmentation with Inconsistent Labels Jun 14, 2022 Decoder Federated Learning
Code Code Available Federated Optimization Algorithms with Random Reshuffling and Gradient Compression Jun 14, 2022 Federated Learning Quantization
Code Code Available Neurotoxin: Durable Backdoors in Federated Learning Jun 12, 2022 Backdoor Attack Federated Learning
Code Code Available Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging Jun 8, 2022 Computed Tomography (CT) CT Reconstruction
Code Code Available Privacy Amplification via Shuffled Check-Ins Jun 7, 2022 Federated Learning
Code Code Available Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning Jun 6, 2022 Federated Learning
Code Code Available Pretrained Models for Multilingual Federated Learning Jun 6, 2022 Federated Learning Language Modeling
Code Code Available Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification Jun 3, 2022 Deep Learning Federated Learning
Code Code Available A federated graph neural network framework for privacy-preserving personalization Jun 2, 2022 Federated Learning Graph Neural Network
Code Code Available DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training Jun 1, 2022 Federated Learning Personalized Federated Learning
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