Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data Apr 9, 2022 Federated Learning
— Unverified Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning 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 HBFL: A Hierarchical Blockchain-based Federated Learning Framework for a Collaborative IoT Intrusion Detection Apr 8, 2022 Federated Learning Intrusion Detection
— Unverified Global Update Guided Federated Learning Apr 8, 2022 Federated Learning
— Unverified CD^2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning Apr 8, 2022 Federated Learning Medical Image Analysis
— Unverified Decentralized Event-Triggered Federated Learning with Heterogeneous Communication Thresholds 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 FedCos: A Scene-adaptive Federated Optimization Enhancement for Performance Improvement Apr 7, 2022 Federated Learning
Code Code Available Multi-Task Distributed Learning using Vision Transformer with Random Patch Permutation Apr 7, 2022 Federated Learning Management
— 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 Federated Learning for Distributed Spectrum Sensing in NextG Communication Networks Apr 6, 2022 Anomaly Detection Federated Learning
— Unverified SAFARI: Sparsity enabled Federated Learning with Limited and Unreliable Communications Apr 5, 2022 Federated Learning Sparse Learning
— Unverified Privacy-Preserving Federated Learning via System Immersion and Random Matrix Encryption Apr 5, 2022 Federated Learning Privacy Preserving
— 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 Byzantine-Robust Federated Linear Bandits Apr 3, 2022 Federated Learning
— Unverified FedGBF: An efficient vertical federated learning framework via gradient boosting and bagging Apr 3, 2022 Federated Learning Vertical Federated Learning
— Unverified Optimising Communication Overhead in Federated Learning Using NSGA-II Apr 1, 2022 Federated Learning
— Unverified Studying the Impact of Data Disclosure Mechanism in Recommender Systems via Simulation Apr 1, 2022 Decision Making Federated Learning
— Unverified 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 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 Perfectly Accurate Membership Inference by a Dishonest Central Server in Federated Learning Mar 30, 2022 Federated Learning Inference Attack
Code Code Available Federated Domain Adaptation for ASR with Full Self-Supervision Mar 30, 2022 Automatic Speech Recognition (ASR) Data Augmentation
— Unverified Towards Collaborative Intelligence: Routability Estimation based on Decentralized Private Data Mar 30, 2022 Federated Learning
— Unverified Federated Learning-Based Localization with Heterogeneous Fingerprint Database Mar 29, 2022 Federated Learning
— 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 Federated Named Entity Recognition Mar 28, 2022 Federated Learning named-entity-recognition
— Unverified Adversarial Representation Sharing: A Quantitative and Secure Collaborative Learning Framework Mar 27, 2022 Attribute Attribute Extraction
— Unverified Multi-Edge Server-Assisted Dynamic Federated Learning with an Optimized Floating Aggregation Point Mar 26, 2022 Distributed Optimization Federated Learning
— Unverified SlimFL: Federated Learning with Superposition Coding over Slimmable Neural Networks Mar 26, 2022 Distributed Computing Federated Learning
— Unverified 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 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 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 Addressing Client Drift in Federated Continual Learning with Adaptive Optimization Mar 24, 2022 Continual Learning Federated Learning
— Unverified Towards Effective Clustered Federated Learning: A Peer-to-peer Framework with Adaptive Neighbor Matching Mar 23, 2022 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 Federated Self-Supervised Learning for Acoustic Event Classification Mar 22, 2022 Classification Continual Learning
— Unverified Feature Distribution Matching for Federated Domain Generalization Mar 22, 2022 Domain Adaptation Domain Generalization
Code Code Available 