Continual Distributed Learning for Crisis Management Apr 26, 2021 Continual Learning Disaster Response
— Unverified Communication-Efficient Federated Learning with Dual-Side Low-Rank Compression Apr 26, 2021 Federated Learning Low-rank compression
— Unverified A Graph Federated Architecture with Privacy Preserving Learning Apr 26, 2021 Federated Learning Privacy Preserving
— Unverified Communication-Efficient and Personalized Federated Lottery Ticket Learning Apr 26, 2021 Federated Learning Multi-Task Learning
— Unverified FedDPGAN: Federated Differentially Private Generative Adversarial Networks Framework for the Detection of COVID-19 Pneumonia Apr 26, 2021 Federated Learning Generative Adversarial Network
— Unverified FedSup: A Communication-Efficient Federated Learning Fatigue Driving Behaviors Supervision Framework Apr 25, 2021 Federated Learning Model Optimization
— Unverified Wireless Federated Learning (WFL) for 6G Networks -- Part II: The Compute-then-Transmit NOMA Paradigm Apr 24, 2021 Federated Learning
— Unverified Wireless Federated Learning (WFL) for 6G Networks -- Part I: Research Challenges and Future Trends Apr 24, 2021 Federated Learning
— Unverified Robust Federated Learning by Mixture of Experts Apr 23, 2021 Federated Learning Mixture-of-Experts
Code Code Available Blockchain based Privacy-Preserved Federated Learning for Medical Images: A Case Study of COVID-19 CT Scans Apr 22, 2021 Federated Learning
— Unverified Gradient Masked Federated Optimization Apr 21, 2021 Federated Learning
— Unverified A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things Apr 21, 2021 Edge-computing Federated Learning
— Unverified Turning Federated Learning Systems Into Covert Channels Apr 21, 2021 Federated Learning Model Poisoning
— Unverified Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation Apr 20, 2021 Federated Learning Image Segmentation
— Unverified Research on Resource Allocation for Efficient Federated Learning Apr 19, 2021 Edge-computing Federated Learning
— Unverified Federated Word2Vec: Leveraging Federated Learning to Encourage Collaborative Representation Learning Apr 19, 2021 Federated Learning Representation Learning
— Unverified Federated Learning of User Verification Models Without Sharing Embeddings Apr 18, 2021 Federated Learning
— Unverified FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Apr 18, 2021 Benchmarking Federated Learning
Code Code Available FedCom: A Byzantine-Robust Local Model Aggregation Rule Using Data Commitment for Federated Learning Apr 16, 2021 Data Poisoning Federated Learning
— Unverified Federated Learning for Internet of Things: A Comprehensive Survey Apr 16, 2021 Federated Learning Survey
— Unverified On the Importance of Trust in Next-Generation Networked CPS Systems: An AI Perspective Apr 16, 2021 Decision Making Federated Learning
— Unverified CSAFL: A Clustered Semi-Asynchronous Federated Learning Framework Apr 16, 2021 Federated Learning
— Unverified See through Gradients: Image Batch Recovery via GradInversion Apr 15, 2021 Federated Learning Inference Attack
— Unverified D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning Apr 15, 2021 Federated Learning
— Unverified Personalized Semi-Supervised Federated Learning for Human Activity Recognition Apr 15, 2021 Active Learning Activity Recognition
— Unverified Efficient Ring-topology Decentralized Federated Learning with Deep Generative Models for Industrial Artificial Intelligent Apr 15, 2021 Federated Learning
— Unverified FedSAE: A Novel Self-Adaptive Federated Learning Framework in Heterogeneous Systems Apr 15, 2021 Active Learning Federated Learning
— Unverified Decentralized Federated Learning for UAV Networks: Architecture, Challenges, and Opportunities Apr 15, 2021 Federated Learning
— Unverified A Method to Reveal Speaker Identity in Distributed ASR Training, and How to Counter It Apr 15, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning Apr 14, 2021 Federated Learning
Code Code Available The Role of Cross-Silo Federated Learning in Facilitating Data Sharing in the Agri-Food Sector Apr 14, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Federated Generalized Face Presentation Attack Detection Apr 14, 2021 Disentanglement Face Presentation Attack Detection
— Unverified Towards Causal Federated Learning For Enhanced Robustness and Privacy Apr 14, 2021 Federated Learning Privacy Preserving
— Unverified Resource Rationing for Wireless Federated Learning: Concept, Benefits, and Challenges Apr 14, 2021 Federated Learning
— Unverified Federated Learning-based Active Authentication on Mobile Devices Apr 14, 2021 Federated Learning One-Class Classification
— Unverified Sample-based and Feature-based Federated Learning for Unconstrained and Constrained Nonconvex Optimization via Mini-batch SSCA Apr 13, 2021 Federated Learning
Code Code Available FL-AGCNS: Federated Learning Framework for Automatic Graph Convolutional Network Search Apr 9, 2021 Federated Learning Neural Architecture Search
— Unverified Bayesian Variational Federated Learning and Unlearning in Decentralized Networks Apr 8, 2021 Federated Learning Variational Inference
— Unverified Joint Optimization of Communications and Federated Learning Over the Air Apr 8, 2021 Federated Learning
— Unverified Empowering Prosumer Communities in Smart Grid with Wireless Communications and Federated Edge Learning Apr 7, 2021 Decision Making energy trading
— Unverified On-device Federated Learning with Flower Apr 7, 2021 BIG-bench Machine Learning Federated Learning
— Unverified FedFace: Collaborative Learning of Face Recognition Model Apr 7, 2021 Face Recognition Face Verification
— Unverified Communication-Efficient Agnostic Federated Averaging Apr 6, 2021 Federated Learning Language Modeling
— Unverified Accelerated Gradient Tracking over Time-varying Graphs for Decentralized Optimization Apr 6, 2021 Federated Learning
— Unverified Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Apr 5, 2021 Decision Making Federated Learning
— Unverified FedPandemic: A Cross-Device Federated Learning Approach Towards Elementary Prognosis of Diseases During a Pandemic Apr 5, 2021 Federated Learning Prognosis
— Unverified A Federated Learning Framework for Non-Intrusive Load Monitoring Apr 4, 2021 Federated Learning Model Selection
— Unverified Knowledge Distillation For Wireless Edge Learning Apr 3, 2021 Cloud Computing Federated Learning
Code Code Available Fast-adapting and Privacy-preserving Federated Recommender System Apr 2, 2021 Federated Learning Meta-Learning
— Unverified Federated Double Deep Q-learning for Joint Delay and Energy Minimization in IoT networks Apr 2, 2021 Deep Reinforcement Learning Federated Learning
— Unverified 