CSAFL: A Clustered Semi-Asynchronous Federated Learning Framework Apr 16, 2021 Federated Learning
— Unverified Federated Learning for Internet of Things: A Comprehensive Survey Apr 16, 2021 Federated Learning Survey
— Unverified FedCom: A Byzantine-Robust Local Model Aggregation Rule Using Data Commitment for Federated Learning Apr 16, 2021 Data Poisoning Federated Learning
— Unverified On the Importance of Trust in Next-Generation Networked CPS Systems: An AI Perspective Apr 16, 2021 Decision Making Federated Learning
— Unverified Federated Learning for Malware Detection in IoT Devices Apr 15, 2021 Federated Learning Malware Detection
Code Code Available Personalized Semi-Supervised Federated Learning for Human Activity Recognition Apr 15, 2021 Active Learning Activity Recognition
— 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 D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning Apr 15, 2021 Federated Learning
— 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 See through Gradients: Image Batch Recovery via GradInversion Apr 15, 2021 Federated Learning Inference Attack
— Unverified 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 FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks Apr 14, 2021 Federated Learning Graph Neural Network
Code Code Available Federated Learning-based Active Authentication on Mobile Devices Apr 14, 2021 Federated Learning One-Class Classification
— Unverified Federated Generalized Face Presentation Attack Detection Apr 14, 2021 Disentanglement Face Presentation Attack Detection
— Unverified Resource Rationing for Wireless Federated Learning: Concept, Benefits, and Challenges Apr 14, 2021 Federated Learning
— Unverified Towards Causal Federated Learning For Enhanced Robustness and Privacy Apr 14, 2021 Federated Learning Privacy Preserving
— Unverified BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning Apr 14, 2021 Federated Learning
Code Code Available 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 Practical Defences Against Model Inversion Attacks for Split Neural Networks Apr 12, 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 FedFace: Collaborative Learning of Face Recognition Model Apr 7, 2021 Face Recognition Face Verification
— 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 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 Federated Double Deep Q-learning for Joint Delay and Energy Minimization in IoT networks Apr 2, 2021 Deep Reinforcement Learning Federated Learning
— Unverified Fast-adapting and Privacy-preserving Federated Recommender System Apr 2, 2021 Federated Learning Meta-Learning
— Unverified Decentralized and Model-Free Federated Learning: Consensus-Based Distillation in Function Space Apr 1, 2021 Federated Learning Knowledge Distillation
— Unverified On the Convergence Time of Federated Learning Over Wireless Networks Under Imperfect CSI Apr 1, 2021 Federated Learning
— Unverified PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN Apr 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available Federated Few-Shot Learning with Adversarial Learning Apr 1, 2021 Federated Learning Few-Shot Learning
— Unverified Delay Analysis of Wireless Federated Learning Based on Saddle Point Approximation and Large Deviation Theory Mar 31, 2021 Federated Learning
— Unverified Federated Learning: A Signal Processing Perspective Mar 31, 2021 BIG-bench Machine Learning Federated Learning
— Unverified 1-Bit Compressive Sensing for Efficient Federated Learning Over the Air Mar 30, 2021 Compressive Sensing Dimensionality Reduction
— Unverified Certifiably-Robust Federated Adversarial Learning via Randomized Smoothing Mar 30, 2021 Federated Learning
— Unverified User profile-driven large-scale multi-agent learning from demonstration in federated human-robot collaborative environments Mar 30, 2021 Emotion Recognition Federated Learning
— Unverified Model-Contrastive Federated Learning Mar 30, 2021 Contrastive Learning Federated Learning
Code Code Available Federated Learning with Taskonomy for Non-IID Data Mar 29, 2021 Fairness Federated Learning
Code Code Available Privacy and Trust Redefined in Federated Machine Learning Mar 29, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Hierarchical Federated Learning with Quantization: Convergence Analysis and System Design Mar 26, 2021 Federated Learning Quantization
— Unverified Prior-Independent Auctions for the Demand Side of Federated Learning Mar 26, 2021 Federated Learning
— Unverified FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning Mar 24, 2021 Federated Learning
— Unverified 