Production federated keyword spotting via distillation, filtering, and joint federated-centralized training Apr 11, 2022 Federated Learning Keyword Spotting
— Unverified FederatedScope: A Flexible Federated Learning Platform for Heterogeneity Apr 11, 2022 Federated Learning Hyperparameter Optimization
— Unverified CXR-FL: Deep Learning-Based Chest X-ray Image Analysis Using Federated Learning Apr 11, 2022 Federated Learning
Code Code Available FedCorr: Multi-Stage Federated Learning for Label Noise Correction Apr 10, 2022 Federated Learning Privacy Preserving
Code Code Available Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data Apr 9, 2022 Federated Learning
— Unverified Divergence-aware Federated Self-Supervised Learning Apr 9, 2022 Federated Learning Federated Unsupervised Learning
Code Code Available Federated Unsupervised Domain Adaptation for Face Recognition Apr 9, 2022 Clustering Domain Adaptation
— Unverified Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning Apr 9, 2022 Federated Learning
— Unverified HBFL: A Hierarchical Blockchain-based Federated Learning Framework for a Collaborative IoT Intrusion Detection Apr 8, 2022 Federated Learning Intrusion Detection
— Unverified CD^2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning Apr 8, 2022 Federated Learning Medical Image Analysis
— Unverified Global Update Guided Federated Learning Apr 8, 2022 Federated Learning
— Unverified Federated Learning with Partial Model Personalization Apr 8, 2022 Federated Learning model
Code Code Available Decentralized Event-Triggered Federated Learning with Heterogeneous Communication Thresholds Apr 7, 2022 Federated Learning
Code Code Available Federated Learning from Only Unlabeled Data with Class-Conditional-Sharing Clients Apr 7, 2022 Federated Learning
Code Code Available FedADMM: A Robust Federated Deep Learning Framework with Adaptivity to System Heterogeneity Apr 7, 2022 Federated Learning
— Unverified Multi-Task Distributed Learning using Vision Transformer with Random Patch Permutation Apr 7, 2022 Federated Learning Management
— Unverified FedCos: A Scene-adaptive Federated Optimization Enhancement for Performance Improvement Apr 7, 2022 Federated Learning
Code Code Available Federated Learning for Distributed Spectrum Sensing in NextG Communication Networks Apr 6, 2022 Anomaly Detection Federated Learning
— Unverified Federated Self-supervised Speech Representations: Are We There Yet? Apr 6, 2022 Federated Learning Self-Supervised Learning
— Unverified DeFTA: A Plug-and-Play Decentralized Replacement for FedAvg Apr 6, 2022 Federated Learning
— Unverified Privacy-Preserving Federated Learning via System Immersion and Random Matrix Encryption Apr 5, 2022 Federated Learning Privacy Preserving
— Unverified Federated Cross Learning for Medical Image Segmentation Apr 5, 2022 Ensemble Learning Federated Learning
Code Code Available SAFARI: Sparsity enabled Federated Learning with Limited and Unreliable Communications Apr 5, 2022 Federated Learning Sparse Learning
— Unverified FedSynth: Gradient Compression via Synthetic Data in Federated Learning Apr 4, 2022 Federated Learning Model Compression
— Unverified CDKT-FL: Cross-Device Knowledge Transfer using Proxy Dataset in Federated Learning Apr 4, 2022 Federated Learning Knowledge Distillation
— Unverified FedGBF: An efficient vertical federated learning framework via gradient boosting and bagging Apr 3, 2022 Federated Learning Vertical Federated Learning
— Unverified Byzantine-Robust Federated Linear Bandits Apr 3, 2022 Federated Learning
— Unverified Optimising Communication Overhead in Federated Learning Using NSGA-II Apr 1, 2022 Federated Learning
— Unverified FedRecAttack: Model Poisoning Attack to Federated Recommendation Apr 1, 2022 Federated Learning model
Code Code Available Studying the Impact of Data Disclosure Mechanism in Recommender Systems via Simulation Apr 1, 2022 Decision Making Federated Learning
— Unverified Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS Apr 1, 2022 Autonomous Vehicles Federated Learning
Code Code Available Accelerating Federated Edge Learning via Topology Optimization Apr 1, 2022 3D Object Detection Decision Making
— Unverified Scaling Language Model Size in Cross-Device Federated Learning Mar 31, 2022 Federated Learning Language Modeling
— Unverified Differentially Private Federated Learning via Reconfigurable Intelligent Surface Mar 31, 2022 Drug Discovery Federated Learning
Code Code Available Towards Collaborative Intelligence: Routability Estimation based on Decentralized Private Data Mar 30, 2022 Federated Learning
— Unverified Federated Learning for the Classification of Tumor Infiltrating Lymphocytes Mar 30, 2022 Classification Federated Learning
— Unverified Escaping Data Scarcity for High-Resolution Heterogeneous Face Hallucination Mar 30, 2022 Face Generation Face Hallucination
— Unverified Federated Domain Adaptation for ASR with Full Self-Supervision Mar 30, 2022 Automatic Speech Recognition (ASR) Data Augmentation
— Unverified Perfectly Accurate Membership Inference by a Dishonest Central Server in Federated Learning Mar 30, 2022 Federated Learning Inference Attack
Code Code Available Over-the-Air Federated Learning via Second-Order Optimization Mar 29, 2022 Federated Learning
Code Code Available Federated Learning-Based Localization with Heterogeneous Fingerprint Database Mar 29, 2022 Federated Learning
— Unverified Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage Mar 29, 2022 Bayesian Optimization Federated Learning
Code Code Available Federated Named Entity Recognition Mar 28, 2022 Federated Learning named-entity-recognition
— Unverified FedADMM: A Federated Primal-Dual Algorithm Allowing Partial Participation Mar 28, 2022 Distributed Optimization Federated Learning
— Unverified Federated Learning with Position-Aware Neurons Mar 28, 2022 Federated Learning Position
— Unverified Knowledge-Guided Learning for Transceiver Design in Over-the-Air Federated Learning Mar 28, 2022 Federated Learning
— Unverified Adversarial Representation Sharing: A Quantitative and Secure Collaborative Learning Framework Mar 27, 2022 Attribute Attribute Extraction
— Unverified RSCFed: Random Sampling Consensus Federated Semi-supervised Learning Mar 26, 2022 Federated Learning
Code Code Available SlimFL: Federated Learning with Superposition Coding over Slimmable Neural Networks Mar 26, 2022 Distributed Computing Federated Learning
— Unverified Multi-Edge Server-Assisted Dynamic Federated Learning with an Optimized Floating Aggregation Point Mar 26, 2022 Distributed Optimization Federated Learning
— Unverified 