Attacks to Federated Learning: Responsive Web User Interface to Recover Training Data from User Gradients Jun 8, 2020 Federated Learning
— Unverified From Federated to Fog Learning: Distributed Machine Learning over Heterogeneous Wireless Networks Jun 7, 2020 BIG-bench Machine Learning Federated Learning
— Unverified An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available UVeQFed: Universal Vector Quantization for Federated Learning Jun 5, 2020 Federated Learning Quantization
Code Code Available LDP-Fed: Federated Learning with Local Differential Privacy Jun 5, 2020 Federated Learning
— Unverified Federated Learning for 6G Communications: Challenges, Methods, and Future Directions Jun 4, 2020 Federated Learning
— Unverified A Distributed Trust Framework for Privacy-Preserving Machine Learning Jun 3, 2020 BIG-bench Machine Learning Data Poisoning
Code Code Available Wireless Communications for Collaborative Federated Learning Jun 3, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Secure Sum Outperforms Homomorphic Encryption in (Current) Collaborative Deep Learning Jun 2, 2020 Deep Learning Federated Learning
— Unverified Federated Learning in Vehicular Networks Jun 2, 2020 Autonomous Driving Federated Learning
— Unverified Federated Face Presentation Attack Detection May 29, 2020 Face Anti-Spoofing Face Presentation Attack Detection
— Unverified Continual Local Training for Better Initialization of Federated Models May 26, 2020 Federated Learning
Code Code Available Towards Efficient Scheduling of Federated Mobile Devices under Computational and Statistical Heterogeneity May 25, 2020 Federated Learning Scheduling
— Unverified Reliability and Performance Assessment of Federated Learning on Clinical Benchmark Data May 24, 2020 Federated Learning
— Unverified MVStylizer: An Efficient Edge-Assisted Video Photorealistic Style Transfer System for Mobile Phones May 24, 2020 Federated Learning Optical Flow Estimation
— Unverified FedPD: A Federated Learning Framework with Optimal Rates and Adaptivity to Non-IID Data May 22, 2020 Federated Learning
Code Code Available Global Multiclass Classification and Dataset Construction via Heterogeneous Local Experts May 21, 2020 Classification Federated Learning
— Unverified Training Keyword Spotting Models on Non-IID Data with Federated Learning May 21, 2020 Data Augmentation Federated Learning
— Unverified Federated Learning for Hybrid Beamforming in mm-Wave Massive MIMO May 20, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Large-Scale Secure XGB for Vertical Federated Learning May 18, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Efficient Federated Learning over Multiple Access Channel with Differential Privacy Constraints May 15, 2020 Federated Learning Quantization
— Unverified Federated Recommendation System via Differential Privacy May 14, 2020 Federated Learning
— Unverified Industrial Federated Learning -- Requirements and System Design May 14, 2020 Federated Learning Transfer Learning
— Unverified A Secure Federated Learning Framework for 5G Networks May 12, 2020 Federated Learning
— Unverified Pretraining Federated Text Models for Next Word Prediction May 11, 2020 Federated Learning Prediction
Code Code Available FedSplit: An algorithmic framework for fast federated optimization May 11, 2020 Distributed Optimization Federated Learning
— Unverified Intracranial Hemorrhage Detection Using Neural Network Based Methods With Federated Learning May 10, 2020 Computed Tomography (CT) Federated Learning
— Unverified Efficient Privacy Preserving Edge Computing Framework for Image Classification May 10, 2020 Classification Data Compression
— Unverified Cloud-based Federated Boosting for Mobile Crowdsensing May 9, 2020 Federated Learning General Classification
— Unverified A Federated Learning Framework for Healthcare IoT devices May 7, 2020 Federated Learning
— Unverified Federated Generative Adversarial Learning May 7, 2020 Federated Learning Style Transfer
— Unverified Information-Theoretic Bounds on the Generalization Error and Privacy Leakage in Federated Learning May 5, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Multi-Center Federated Learning: Clients Clustering for Better Personalization May 3, 2020 Clustering Federated Learning
Code Code Available DBA: Distributed Backdoor Attacks against Federated Learning May 1, 2020 Backdoor Attack Feature Importance
Code Code Available Differentially Private Federated Learning with Laplacian Smoothing May 1, 2020 Federated Learning
— Unverified Private Dataset Generation Using Privacy Preserving Collaborative Learning Apr 28, 2020 BIG-bench Machine Learning Dataset Generation
Code Code Available Omnidirectional Transfer for Quasilinear Lifelong Learning Apr 27, 2020 Federated Learning Lifelong learning
Code Code Available Exploiting Defenses against GAN-Based Feature Inference Attacks in Federated Learning Apr 27, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Towards Ubiquitous AI in 6G with Federated Learning Apr 26, 2020 Federated Learning
— Unverified Federated Transfer Learning for EEG Signal Classification Apr 26, 2020 Classification Domain Adaptation
Code Code Available SplitFed: When Federated Learning Meets Split Learning Apr 25, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Federated learning with hierarchical clustering of local updates to improve training on non-IID data Apr 24, 2020 Clustering Federated Learning
— Unverified A Review of Privacy-preserving Federated Learning for the Internet-of-Things Apr 24, 2020 BIG-bench Machine Learning Federated Learning
— Unverified StochaLM: a Stochastic alternate Linearization Method for distributed optimization Apr 23, 2020 Distributed Optimization Federated Learning
— Unverified Federated Stochastic Gradient Langevin Dynamics Apr 23, 2020 Federated Learning Metric Learning
Code Code Available A Framework for Evaluating Gradient Leakage Attacks in Federated Learning Apr 22, 2020 Federated Learning
— Unverified Hierarchically Fair Federated Learning Apr 22, 2020 Fairness Federated Learning
— Unverified Federated Learning with Only Positive Labels Apr 21, 2020 Federated Learning Multi-class Classification
Code Code Available Lottery Hypothesis based Unsupervised Pre-training for Model Compression in Federated Learning Apr 21, 2020 Denoising Federated Learning
— Unverified Data Poisoning Attacks on Federated Machine Learning Apr 19, 2020 BIG-bench Machine Learning Data Poisoning
— Unverified 