Federated Learning under Distributed Concept Drift Jun 1, 2022 Clustering Drift Detection
Code Code Available FedFormer: Contextual Federation with Attention in Reinforcement Learning May 27, 2022 Federated Learning reinforcement-learning
Code Code Available Can Foundation Models Help Us Achieve Perfect Secrecy? May 27, 2022 Federated Learning In-Context Learning
Code Code Available FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias Reduction May 26, 2022 Domain Generalization Federated Learning
Code Code Available Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available Towards a Defense Against Federated Backdoor Attacks Under Continuous Training May 24, 2022 Continual Learning Federated Learning
Code Code Available Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis May 24, 2022 Benchmarking Federated Learning
Code Code Available Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering May 23, 2022 Clustering Federated Learning
Code Code Available Test-Time Robust Personalization for Federated Learning May 22, 2022 Federated Learning
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available FedILC: Weighted Geometric Mean and Invariant Gradient Covariance for Federated Learning on Non-IID Data May 19, 2022 Federated Learning
Code Code Available Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging May 17, 2022 Federated Learning Medical Image Analysis
Code Code Available Recovering Private Text in Federated Learning of Language Models May 17, 2022 Federated Learning Word Embeddings
Code Code Available Federated Learning Under Intermittent Client Availability and Time-Varying Communication Constraints May 13, 2022 Benchmarking Federated Learning
Code Code Available ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning May 9, 2022 Federated Learning
Code Code Available Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation May 4, 2022 Federated Learning Image Segmentation
Code Code Available FedGiA: An Efficient Hybrid Algorithm for Federated Learning May 3, 2022 Federated Learning
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 Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features Apr 28, 2022 Federated Learning Privacy Preserving
Code Code Available Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios Apr 26, 2022 Deep Learning Federated Learning
Code Code Available Federated Learning Enables Big Data for Rare Cancer Boundary Detection Apr 22, 2022 Boundary Detection Federated Learning
Code Code Available Federated Learning via Inexact ADMM Apr 22, 2022 Federated Learning
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 IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation Apr 16, 2022 Federated Learning Image Segmentation
Code Code Available Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation Apr 14, 2022 Federated Learning Privacy Preserving
Code Code Available FedCorr: Multi-Stage Federated Learning for Label Noise Correction Apr 10, 2022 Federated Learning Privacy Preserving
Code Code Available Federated Learning with Partial Model Personalization Apr 8, 2022 Federated Learning model
Code Code Available Federated Learning from Only Unlabeled Data with Class-Conditional-Sharing Clients Apr 7, 2022 Federated Learning
Code Code Available Federated Cross Learning for Medical Image Segmentation Apr 5, 2022 Ensemble Learning Federated Learning
Code Code Available FedRecAttack: Model Poisoning Attack to Federated Recommendation Apr 1, 2022 Federated Learning model
Code Code Available Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS Apr 1, 2022 Autonomous Vehicles Federated Learning
Code Code Available Over-the-Air Federated Learning via Second-Order Optimization Mar 29, 2022 Federated Learning
Code Code Available Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available RSCFed: Random Sampling Consensus Federated Semi-supervised Learning Mar 26, 2022 Federated Learning
Code Code Available FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations Mar 25, 2022 Federated Learning Quantization
Code Code Available Federated Class-Incremental Learning Mar 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction Mar 22, 2022 Federated Learning image-classification
Code Code Available Improving Generalization in Federated Learning by Seeking Flat Minima Mar 22, 2022 Domain Generalization Federated Learning
Code Code Available Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization Mar 18, 2022 Federated Learning Personalized Federated Learning
Code Code Available Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation Mar 17, 2022 Entity Embeddings Federated Learning
Code Code Available Fine-tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning Mar 17, 2022 Data-free Knowledge Distillation Federated Learning
Code Code Available SemiPFL: Personalized Semi-Supervised Federated Learning Framework for Edge Intelligence Mar 15, 2022 Activity Recognition Federated Learning
Code Code Available Privacy-Aware Compression for Federated Data Analysis Mar 15, 2022 Federated Learning
Code Code Available Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling Mar 15, 2022 Emotion Recognition Federated Learning
Code Code Available Energy-Latency Attacks via Sponge Poisoning Mar 14, 2022 Classification Federated Learning
Code Code Available CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness Federated Learning
Code Code Available Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available Vertical Federated Principal Component Analysis and Its Kernel Extension on Feature-wise Distributed Data Mar 3, 2022 Dimensionality Reduction Federated Learning
Code Code Available 