SuperFedNAS: Cost-Efficient Federated Neural Architecture Search for On-Device Inference Jan 26, 2023 Federated Learning Neural Architecture Search
— Unverified Integrating Local Real Data with Global Gradient Prototypes for Classifier Re-Balancing in Federated Long-Tailed Learning Jan 25, 2023 Federated Learning Privacy Preserving
— Unverified When to Trust Aggregated Gradients: Addressing Negative Client Sampling in Federated Learning Jan 25, 2023 Federated Learning text-classification
— Unverified PolarAir: A Compressed Sensing Scheme for Over-the-Air Federated Learning Jan 24, 2023 compressed sensing Federated Learning
— Unverified When does the student surpass the teacher? Federated Semi-supervised Learning with Teacher-Student EMA Jan 24, 2023 Federated Learning image-classification
— Unverified Combined Use of Federated Learning and Image Encryption for Privacy-Preserving Image Classification with Vision Transformer Jan 23, 2023 Federated Learning image-classification
— Unverified FedExP: Speeding Up Federated Averaging via Extrapolation Jan 23, 2023 Federated Learning
Code Code Available BayBFed: Bayesian Backdoor Defense for Federated Learning Jan 23, 2023 backdoor defense Federated Learning
— Unverified Federated Sufficient Dimension Reduction Through High-Dimensional Sparse Sliced Inverse Regression Jan 23, 2023 Dimensionality Reduction Federated Learning
— Unverified Backdoor Attacks in Peer-to-Peer Federated Learning Jan 23, 2023 Backdoor Attack Federated Learning
— Unverified M22: A Communication-Efficient Algorithm for Federated Learning Inspired by Rate-Distortion Jan 23, 2023 Federated Learning
Code Code Available Accelerating Fair Federated Learning: Adaptive Federated Adam Jan 23, 2023 Fairness Federated Learning
— Unverified Energy Prediction using Federated Learning Jan 22, 2023 Federated Learning Prediction
Code Code Available The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation Jan 21, 2023 Federated Learning Knowledge Distillation
— Unverified A Communication-Efficient Adaptive Algorithm for Federated Learning under Cumulative Regret Jan 21, 2023 Federated Learning Stochastic Optimization
— Unverified How Potent are Evasion Attacks for Poisoning Federated Learning-Based Signal Classifiers? Jan 21, 2023 Federated Learning Model Poisoning
— Unverified Remote patient monitoring using artificial intelligence: Current state, applications, and challenges Jan 19, 2023 Federated Learning Management
— Unverified Federated Automatic Differentiation Jan 18, 2023 FAD Federated Learning
— Unverified Label Inference Attack against Split Learning under Regression Setting Jan 18, 2023 Federated Learning Inference Attack
Code Code Available Robust Knowledge Adaptation for Federated Unsupervised Person ReID Jan 18, 2023 Federated Learning Person Re-Identification
— Unverified SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations Jan 17, 2023 Federated Learning Image Segmentation
— Unverified Convergence of First-Order Algorithms for Meta-Learning with Moreau Envelopes Jan 17, 2023 Federated Learning Meta-Learning
— Unverified FedCliP: Federated Learning with Client Pruning Jan 17, 2023 Federated Learning
— Unverified From Isolation to Collaboration: Federated Class-Heterogeneous Learning for Chest X-Ray Classification Jan 17, 2023 Federated Learning X-ray Classification
Code Code Available HiFlash: Communication-Efficient Hierarchical Federated Learning with Adaptive Staleness Control and Heterogeneity-aware Client-Edge Association Jan 16, 2023 Deep Reinforcement Learning Edge-computing
— Unverified Poisoning Attacks and Defenses in Federated Learning: A Survey Jan 14, 2023 Federated Learning Survey
— Unverified FedSepsis: A Federated Multi-Modal Deep Learning-Based Internet of Medical Things Application for Early Detection of Sepsis from Electronic Health Records Using Raspberry Pi and Jetson Nano Devices Jan 14, 2023 CPU Federated Learning
Code Code Available FedSSC: Shared Supervised-Contrastive Federated Learning Jan 14, 2023 Contrastive Learning Federated Learning
— Unverified Jamming Attacks on Decentralized Federated Learning in General Multi-Hop Wireless Networks Jan 12, 2023 Federated Learning
— Unverified Federated Transfer-Ordered-Personalized Learning for Driver Monitoring Application Jan 12, 2023 Data Poisoning Federated Learning
— Unverified Federated Learning and Blockchain-enabled Fog-IoT Platform for Wearables in Predictive Healthcare Jan 11, 2023 Federated Learning Privacy Preserving
— Unverified Network Adaptive Federated Learning: Congestion and Lossy Compression Jan 11, 2023 Federated Learning
— Unverified Federated Learning for Energy Constrained IoT devices: A systematic mapping study Jan 9, 2023 Federated Learning
— Unverified Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation Jan 9, 2023 Federated Learning
— Unverified FedDebug: Systematic Debugging for Federated Learning Applications Jan 9, 2023 Fault localization Federated Learning
Code Code Available Why Batch Normalization Damage Federated Learning on Non-IID Data? Jan 8, 2023 Federated Learning
Code Code Available AnycostFL: Efficient On-Demand Federated Learning over Heterogeneous Edge Devices Jan 8, 2023 Federated Learning
— Unverified Randomized Block-Coordinate Optimistic Gradient Algorithms for Root-Finding Problems Jan 8, 2023 Federated Learning
— Unverified IronForge: An Open, Secure, Fair, Decentralized Federated Learning Jan 7, 2023 Fairness Federated Learning
Code Code Available Learning Personalized Brain Functional Connectivity of MDD Patients from Multiple Sites via Federated Bayesian Networks Jan 6, 2023 Federated Learning Functional Connectivity
— Unverified Single-round Self-supervised Distributed Learning using Vision Transformer Jan 5, 2023 Federated Learning
— Unverified Multi-Task System Identification of Similar Linear Time-Invariant Dynamical Systems Jan 4, 2023 Federated Learning Multi-Task Learning
— Unverified Federated Learning for Data Streams Jan 4, 2023 Federated Learning
Code Code Available Recent Advances on Federated Learning: A Systematic Survey Jan 3, 2023 Federated Learning Privacy Preserving
— Unverified Machine Learning for Large-Scale Optimization in 6G Wireless Networks Jan 3, 2023 Computational Efficiency Deep Reinforcement Learning
— Unverified Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics Jan 3, 2023 Federated Learning Multi-agent Reinforcement Learning
— Unverified Enhancing Privacy Preservation in Federated Learning via Learning Rate Perturbation Jan 1, 2023 Federated Learning
— Unverified FedPD: Federated Open Set Recognition with Parameter Disentanglement Jan 1, 2023 Disentanglement Federated Learning
— Unverified Navigating Alignment for Non-identical Client Class Sets: A Label Name-Anchored Federated Learning Framework Jan 1, 2023 Federated Learning
Code Code Available Personalized Semantics Excitation for Federated Image Classification Jan 1, 2023 Classification Federated Learning
— Unverified 