FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations Mar 25, 2022 Federated Learning Quantization
Code Code Available Sparse Federated Learning with Hierarchical Personalized Models Mar 25, 2022 Autonomous Vehicles Federated Learning
— Unverified ST-FL: Style Transfer Preprocessing in Federated Learning for COVID-19 Segmentation Mar 25, 2022 COVID-19 Diagnosis COVID-19 Image Segmentation
— Unverified Addressing Client Drift in Federated Continual Learning with Adaptive Optimization Mar 24, 2022 Continual Learning Federated Learning
— Unverified SwiftAgg+: Achieving Asymptotically Optimal Communication Loads in Secure Aggregation for Federated Learning Mar 24, 2022 Federated Learning Privacy Preserving
— Unverified FedGradNorm: Personalized Federated Gradient-Normalized Multi-Task Learning Mar 24, 2022 Federated Learning Multi-Task Learning
— Unverified A Two-Stage Federated Transfer Learning Framework in Medical Images Classification on Limited Data: A COVID-19 Case Study Mar 24, 2022 COVID-19 Diagnosis Federated Learning
— Unverified Efficient Fully Distributed Federated Learning with Adaptive Local Links Mar 23, 2022 Autonomous Vehicles Federated Learning
— Unverified Asynchronous Collaborative Learning Across Data Silos Mar 23, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Contextual Model Aggregation for Fast and Robust Federated Learning in Edge Computing Mar 23, 2022 Edge-computing Federated Learning
— Unverified Towards Effective Clustered Federated Learning: A Peer-to-peer Framework with Adaptive Neighbor Matching Mar 23, 2022 Federated Learning
— Unverified Federated Self-Supervised Learning for Acoustic Event Classification Mar 22, 2022 Classification Continual Learning
— Unverified FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction Mar 22, 2022 Federated Learning image-classification
Code Code Available Semi-Targeted Model Poisoning Attack on Federated Learning via Backward Error Analysis Mar 22, 2022 Backdoor Attack Federated Learning
Code Code Available Federated Class-Incremental Learning Mar 22, 2022 class-incremental learning Class Incremental Learning
Code Code Available Improving Generalization in Federated Learning by Seeking Flat Minima Mar 22, 2022 Domain Generalization Federated Learning
Code Code Available Feature Distribution Matching for Federated Domain Generalization Mar 22, 2022 Domain Adaptation Domain Generalization
Code Code Available Interpretability of Fine-grained Classification of Sadness and Depression Mar 20, 2022 Classification Federated Learning
Code Code Available Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANs Mar 20, 2022 Federated Learning
— Unverified Federated Learning Approach for Lifetime Prediction of Semiconductor Lasers Mar 19, 2022 Federated Learning Privacy Preserving
— Unverified Desirable Companion for Vertical Federated Learning: New Zeroth-Order Gradient Based Algorithm Mar 19, 2022 Federated Learning Vertical Federated Learning
— Unverified Fair Federated Learning via Bounded Group Loss Mar 18, 2022 Fairness Federated Learning
— Unverified Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization Mar 18, 2022 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning for Privacy Preservation in Smart Healthcare Systems: A Comprehensive Survey Mar 18, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation Mar 18, 2022 Federated Learning Image Segmentation
— Unverified Latency Optimization for Blockchain-Empowered Federated Learning in Multi-Server Edge Computing Mar 18, 2022 Deep Reinforcement Learning Edge-computing
— Unverified 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 MPAF: Model Poisoning Attacks to Federated Learning based on Fake Clients Mar 16, 2022 Federated Learning Model Poisoning
— Unverified Training a Tokenizer for Free with Private Federated Learning Mar 15, 2022 Federated Learning Language Modelling
— Unverified 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 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 Energy-Latency Attacks via Sponge Poisoning Mar 14, 2022 Classification Federated Learning
Code Code Available Communication-Efficient Federated Distillation with Active Data Sampling Mar 14, 2022 Federated Learning Privacy Preserving
— Unverified The Right to be Forgotten in Federated Learning: An Efficient Realization with Rapid Retraining Mar 14, 2022 Federated Learning Machine Unlearning
— Unverified Privatized Graph Federated Learning Mar 14, 2022 Federated Learning
— Unverified Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases Mar 14, 2022 Federated Learning Self-Supervised Learning
— Unverified Private Non-Convex Federated Learning Without a Trusted Server Mar 13, 2022 Federated Learning
Code Code Available Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation Mar 12, 2022 Federated Learning Hyperparameter Optimization
— Unverified No Free Lunch Theorem for Security and Utility in Federated Learning Mar 11, 2022 Federated Learning Privacy Preserving
— Unverified Wireless Quantized Federated Learning: A Joint Computation and Communication Design Mar 11, 2022 Federated Learning Quantization
— Unverified FedSyn: Synthetic Data Generation using Federated Learning Mar 11, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Federated Remote Physiological Measurement with Imperfect Data Mar 11, 2022 Federated Learning Privacy Preserving
— Unverified A Systematic Literature Review on Blockchain Enabled Federated Learning Framework for Internet of Vehicles Mar 10, 2022 Federated Learning Survey
— Unverified CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness Federated Learning
Code Code Available A Contribution-based Device Selection Scheme in Federated Learning Mar 10, 2022 Federated Learning
— Unverified Federated Minimax Optimization: Improved Convergence Analyses and Algorithms Mar 9, 2022 Distributed Optimization Federated Learning
— Unverified Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition Mar 9, 2022 Emotion Recognition Federated Learning
— Unverified Update Compression for Deep Neural Networks on the Edge Mar 9, 2022 Federated Learning
— Unverified 