FLeet: Online Federated Learning via Staleness Awareness and Performance Prediction Jun 12, 2020 Federated Learning
— Unverified Backdoor Attacks on Federated Meta-Learning Jun 12, 2020 Federated Learning Meta-Learning
— Unverified An Accurate, Scalable and Verifiable Protocol for Federated Differentially Private Averaging Jun 12, 2020 Federated Learning
— Unverified Understanding Unintended Memorization in Federated Learning Jun 12, 2020 Clustering Federated Learning
— Unverified Towards Flexible Device Participation in Federated Learning Jun 12, 2020 Federated Learning
— Unverified Federated and continual learning for classification tasks in a society of devices Jun 12, 2020 Continual Learning Federated Learning
— Unverified Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data Jun 12, 2020 Fairness Federated Learning
— Unverified SECure: A Social and Environmental Certificate for AI Systems Jun 11, 2020 BIG-bench Machine Learning Federated Learning
— Unverified XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning Jun 9, 2020 Data Augmentation Federated Learning
— Unverified Distributed Learning on Heterogeneous Resource-Constrained Devices Jun 9, 2020 Federated Learning Reinforcement Learning (RL)
— Unverified 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 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 Wireless Communications for Collaborative Federated Learning Jun 3, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Federated Learning in Vehicular Networks Jun 2, 2020 Autonomous Driving Federated Learning
— Unverified Secure Sum Outperforms Homomorphic Encryption in (Current) Collaborative Deep Learning Jun 2, 2020 Deep Learning Federated Learning
— Unverified Federated Face Presentation Attack Detection May 29, 2020 Face Anti-Spoofing Face Presentation Attack Detection
— Unverified Towards Efficient Scheduling of Federated Mobile Devices under Computational and Statistical Heterogeneity May 25, 2020 Federated Learning Scheduling
— Unverified MVStylizer: An Efficient Edge-Assisted Video Photorealistic Style Transfer System for Mobile Phones May 24, 2020 Federated Learning Optical Flow Estimation
— Unverified Reliability and Performance Assessment of Federated Learning on Clinical Benchmark Data May 24, 2020 Federated Learning
— Unverified Training Keyword Spotting Models on Non-IID Data with Federated Learning May 21, 2020 Data Augmentation Federated Learning
— Unverified Global Multiclass Classification and Dataset Construction via Heterogeneous Local Experts May 21, 2020 Classification 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 FedSplit: An algorithmic framework for fast federated optimization May 11, 2020 Distributed Optimization Federated Learning
— Unverified Efficient Privacy Preserving Edge Computing Framework for Image Classification May 10, 2020 Classification Data Compression
— Unverified Intracranial Hemorrhage Detection Using Neural Network Based Methods With Federated Learning May 10, 2020 Computed Tomography (CT) Federated Learning
— 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 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 Towards Ubiquitous AI in 6G with Federated Learning Apr 26, 2020 Federated Learning
— Unverified 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 Federated Stochastic Gradient Langevin Dynamics Apr 23, 2020 Federated Learning Metric Learning
Code Code Available StochaLM: a Stochastic alternate Linearization Method for distributed optimization Apr 23, 2020 Distributed Optimization Federated Learning
— Unverified Hierarchically Fair Federated Learning Apr 22, 2020 Fairness Federated Learning
— Unverified A Framework for Evaluating Gradient Leakage Attacks in Federated Learning Apr 22, 2020 Federated Learning
— Unverified Lottery Hypothesis based Unsupervised Pre-training for Model Compression in Federated Learning Apr 21, 2020 Denoising Federated Learning
— Unverified Federated Learning with Only Positive Labels Apr 21, 2020 Federated Learning Multi-class Classification
Code Code Available Data Poisoning Attacks on Federated Machine Learning Apr 19, 2020 BIG-bench Machine Learning Data Poisoning
— Unverified Local Differential Privacy based Federated Learning for Internet of Things Apr 19, 2020 BIG-bench Machine Learning Federated Learning
— Unverified Asymmetrical Vertical Federated Learning Apr 16, 2020 Federated Learning Vertical Federated Learning
— Unverified 