Understanding Unintended Memorization in Language Models Under Federated Learning Jun 1, 2021 Federated Learning Memorization
— Unverified An Investigation towards Differentially Private Sequence Tagging in a Federated Framework Jun 1, 2021 Federated Learning named-entity-recognition
— Unverified QLSD: Quantised Langevin stochastic dynamics for Bayesian federated learning Jun 1, 2021 Federated Learning
— Unverified Unifying Distillation with Personalization in Federated Learning May 31, 2021 Fairness Federated Learning
— Unverified Towards a Federated Learning Framework for Heterogeneous Devices of Internet of Things May 31, 2021 Federated Learning
— Unverified Federated Learning for Industrial Internet of Things in Future Industries May 31, 2021 Federated Learning
— Unverified CDMA: A Practical Cross-Device Federated Learning Algorithm for General Minimax Problems May 29, 2021 Federated Learning Generative Adversarial Network
Code Code Available Concept drift detection and adaptation for federated and continual learning May 27, 2021 Continual Learning Drift Detection
— Unverified Federated Learning for Short-term Residential Load Forecasting May 27, 2021 Computational Efficiency Federated Learning
— Unverified Clustered Federated Learning via Generalized Total Variation Minimization May 26, 2021 Distributed Computing Edge-computing
Code Code Available Federated Graph Learning -- A Position Paper May 24, 2021 Federated Learning Graph Learning
— Unverified Federated Meta Learning Enhanced Acoustic Radio Cooperative Framework for Ocean of Things Underwater Acoustic Communications May 24, 2021 ARC Federated Learning
— Unverified Fed-NILM: A Federated Learning-based Non-Intrusive Load Monitoring Method for Privacy-Protection May 24, 2021 Federated Learning Non-Intrusive Load Monitoring
— Unverified Federated Split Task-Agnostic Vision Transformer for COVID-19 CXR Diagnosis May 21, 2021 COVID-19 Diagnosis Federated Learning
— Unverified DoStoVoQ: Doubly Stochastic Voronoi Vector Quantization SGD for Federated Learning May 21, 2021 Federated Learning Quantization
— Unverified Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning May 20, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Prototype Guided Federated Learning of Visual Feature Representations May 19, 2021 Federated Learning image-classification
— Unverified User-Level Label Leakage from Gradients in Federated Learning May 19, 2021 Federated Learning
Code Code Available A Privacy-Preserving Approach to Extraction of Personal Information through Automatic Annotation and Federated Learning May 19, 2021 Federated Learning NER
Code Code Available Separation of Powers in Federated Learning May 19, 2021 Federated Learning
— Unverified DID-eFed: Facilitating Federated Learning as a Service with Decentralized Identities May 18, 2021 Federated Learning Management
— Unverified DRIVE: One-bit Distributed Mean Estimation May 18, 2021 Federated Learning
Code Code Available Towards Unsupervised Domain Adaptation for Deep Face Recognition under Privacy Constraints via Federated Learning May 17, 2021 Clustering Domain Adaptation
— Unverified Privacy-Preserving Constrained Domain Generalization via Gradient Alignment May 14, 2021 Classification Domain Generalization
— Unverified OpenFL: An open-source framework for Federated Learning May 13, 2021 Federated Learning
— Unverified The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond May 12, 2021 Federated Learning Privacy Preserving
Code Code Available FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Convergence Analysis May 11, 2021 Federated Learning
— Unverified Federated Unbiased Learning to Rank May 11, 2021 Federated Learning Learning-To-Rank
— Unverified Federated Learning with Unreliable Clients: Performance Analysis and Mechanism Design May 10, 2021 Federated Learning
Code Code Available Latency Analysis of Consortium Blockchained Federated Learning May 10, 2021 Federated Learning
— Unverified Slashing Communication Traffic in Federated Learning by Transmitting Clustered Model Updates May 10, 2021 Federated Learning
— Unverified Loss Tolerant Federated Learning May 8, 2021 Fairness Federated Learning
Code Code Available A Hybrid Architecture for Federated and Centralized Learning May 7, 2021 BIG-bench Machine Learning Federated Learning
— Unverified FedGL: Federated Graph Learning Framework with Global Self-Supervision May 7, 2021 Federated Learning Graph Learning
— Unverified Federated Face Recognition May 6, 2021 Face Recognition Federated Learning
— Unverified Membership Inference Attacks on Deep Regression Models for Neuroimaging May 6, 2021 Deep Learning Federated Learning
— Unverified Byzantine-Robust and Privacy-Preserving Framework for FedML May 5, 2021 Federated Learning Privacy Preserving
— Unverified Federated Multi-View Learning for Private Medical Data Integration and Analysis May 4, 2021 Data Integration Federated Learning
— Unverified Citadel: Protecting Data Privacy and Model Confidentiality for Collaborative Learning with SGX May 4, 2021 Federated Learning
— Unverified OCTOPUS: Overcoming Performance andPrivatization Bottlenecks in Distributed Learning May 3, 2021 Disentanglement Federated Learning
— Unverified Convergence Analysis and System Design for Federated Learning over Wireless Networks Apr 30, 2021 Federated Learning Scheduling
— Unverified Privacy-Preserving Federated Learning on Partitioned Attributes Apr 29, 2021 Federated Learning Privacy Preserving
— Unverified From Distributed Machine Learning to Federated Learning: A Survey Apr 29, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Cluster-driven Graph Federated Learning over Multiple Domains Apr 29, 2021 Clustering Federated Learning
— Unverified Towards Fair Federated Learning with Zero-Shot Data Augmentation Apr 27, 2021 Data Augmentation Fairness
— Unverified Secure and Efficient Federated Learning Through Layering and Sharding Blockchain Apr 27, 2021 Edge-computing Federated Learning
— Unverified Towards On-Device Federated Learning: A Direct Acyclic Graph-based Blockchain Approach Apr 27, 2021 Anomaly Detection Federated Learning
— Unverified Confined Gradient Descent: Privacy-preserving Optimization for Federated Learning Apr 27, 2021 Federated Learning Privacy Preserving
— Unverified Simultaneous Wireless Information and Power Transfer for Federated Learning Apr 26, 2021 Federated Learning
— Unverified Semi-Decentralized Federated Edge Learning for Fast Convergence on Non-IID Data Apr 26, 2021 Federated Learning
— Unverified 