FedCC: Robust Federated Learning against Model Poisoning Attacks Dec 5, 2022 Federated Learning model
— Unverified Quantum Federated Learning with Entanglement Controlled Circuits and Superposition Coding Dec 4, 2022 Federated Learning image-classification
— Unverified Security Analysis of SplitFed Learning Dec 4, 2022 Federated Learning Model Poisoning
— Unverified GlueFL: Reconciling Client Sampling and Model Masking for Bandwidth Efficient Federated Learning Dec 3, 2022 Federated Learning Model Compression
— Unverified FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction Dec 3, 2022 Federated Learning model
Code Code Available Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework Dec 3, 2022 Federated Learning image-classification
— Unverified PGFed: Personalize Each Client's Global Objective for Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available Self-supervised On-device Federated Learning from Unlabeled Streams Dec 2, 2022 Contrastive Learning Federated Learning
— Unverified Generative Data Augmentation for Non-IID Problem in Decentralized Clinical Machine Learning Dec 2, 2022 Data Augmentation Edge-computing
— Unverified Olive Branch Learning: A Topology-Aware Federated Learning Framework for Space-Air-Ground Integrated Network Dec 2, 2022 Federated Learning
— Unverified FedALA: Adaptive Local Aggregation for Personalized Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available Faster Adaptive Federated Learning Dec 2, 2022 Federated Learning image-classification
— Unverified On the Energy and Communication Efficiency Tradeoffs in Federated and Multi-Task Learning Dec 2, 2022 Federated Learning Meta-Learning
— Unverified PiPar: Pipeline Parallelism for Collaborative Machine Learning Dec 1, 2022 Federated Learning Privacy Preserving
— Unverified Towards Practical Few-shot Federated NLP Dec 1, 2022 Data Augmentation Federated Learning
— Unverified Gradient and Channel Aware Dynamic Scheduling for Over-the-Air Computation in Federated Edge Learning Systems Dec 1, 2022 Federated Learning Privacy Preserving
— Unverified HashVFL: Defending Against Data Reconstruction Attacks in Vertical Federated Learning Dec 1, 2022 Federated Learning Reconstruction Attack
— Unverified Hijack Vertical Federated Learning Models As One Party Dec 1, 2022 Federated Learning Vertical Federated Learning
— Unverified Vertical Federated Learning: A Structured Literature Review Dec 1, 2022 Federated Learning Vertical Federated Learning
— Unverified Early prediction of the risk of ICU mortality with Deep Federated Learning Dec 1, 2022 Federated Learning ICU Mortality
Code Code Available FedGPO: Heterogeneity-Aware Global Parameter Optimization for Efficient Federated Learning Nov 30, 2022 Federated Learning
— Unverified On the Design of Communication-Efficient Federated Learning for Health Monitoring Nov 30, 2022 Federated Learning Transfer Learning
— Unverified Privacy-Preserving Federated Deep Clustering based on GAN Nov 30, 2022 Clustering Deep Clustering
— Unverified Adap DP-FL: Differentially Private Federated Learning with Adaptive Noise Nov 29, 2022 Federated Learning
— Unverified Performance Evaluation, Optimization and Dynamic Decision in Blockchain Systems: A Recent Overview Nov 29, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Scalable Hierarchical Over-the-Air Federated Learning Nov 29, 2022 Federated Learning
— Unverified Flow: Per-Instance Personalized Federated Learning Through Dynamic Routing Nov 28, 2022 Federated Learning Personalized Federated Learning
Code Code Available AquaFeL-PSO: A Monitoring System for Water Resources using Autonomous Surface Vehicles based on Multimodal PSO and Federated Learning Nov 28, 2022 Federated Learning
— Unverified Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available Federated Learning Attacks and Defenses: A Survey Nov 27, 2022 Federated Learning Survey
— Unverified Navigation as Attackers Wish? Towards Building Robust Embodied Agents under Federated Learning Nov 27, 2022 Federated Learning Navigate
— Unverified FedSysID: A Federated Approach to Sample-Efficient System Identification Nov 25, 2022 Federated Learning
Code Code Available MDA: Availability-Aware Federated Learning Client Selection Nov 25, 2022 Federated Learning
Code Code Available Analysis of Error Feedback in Federated Non-Convex Optimization with Biased Compression Nov 25, 2022 Federated Learning
— Unverified Inverse Feasibility in Over-the-Air Federated Learning Nov 25, 2022 Federated Learning
— Unverified FedGS: Federated Graph-based Sampling with Arbitrary Client Availability Nov 25, 2022 Federated Learning
Code Code Available Federated Learning Hyper-Parameter Tuning from a System Perspective Nov 24, 2022 Federated Learning
Code Code Available Knowledge-Aware Federated Active Learning with Non-IID Data Nov 24, 2022 Active Learning Federated Learning
Code Code Available Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels Nov 24, 2022 Federated Learning Medical Diagnosis
Code Code Available Multi-Job Intelligent Scheduling with Cross-Device Federated Learning Nov 24, 2022 Bayesian Optimization Fairness
— Unverified FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders Nov 24, 2022 Community Detection Federated Learning
— Unverified A Dynamic Weighted Federated Learning for Android Malware Classification Nov 23, 2022 Classification Federated Learning
Code Code Available Event-Triggered Decentralized Federated Learning over Resource-Constrained Edge Devices Nov 23, 2022 Federated Learning
— Unverified Vertical Federated Learning: Concepts, Advances and Challenges Nov 23, 2022 Fairness Federated Learning
— Unverified Federated Learning on Non-IID Graphs via Structural Knowledge Sharing Nov 23, 2022 Federated Learning Graph Learning
Code Code Available Fed-TDA: Federated Tabular Data Augmentation on Non-IID Data Nov 22, 2022 Data Augmentation Federated Learning
Code Code Available GitFL: Adaptive Asynchronous Federated Learning using Version Control Nov 22, 2022 Federated Learning Reinforcement Learning (RL)
— Unverified Online Federated Learning via Non-Stationary Detection and Adaptation amidst Concept Drift Nov 22, 2022 Federated Learning
— Unverified Exploiting Personalized Invariance for Better Out-of-distribution Generalization in Federated Learning Nov 21, 2022 Federated Learning Out-of-Distribution Generalization
— Unverified SPIN: Simulated Poisoning and Inversion Network for Federated Learning-Based 6G Vehicular Networks Nov 21, 2022 Federated Learning Generative Adversarial Network
— Unverified 