Improved Information Theoretic Generalization Bounds for Distributed and Federated Learning Feb 4, 2022 Federated Learning Generalization Bounds
— Unverified Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization Feb 4, 2022 Federated Learning
— Unverified Comparative assessment of federated and centralized machine learning Feb 3, 2022 BIG-bench Machine Learning Federated Learning
— Unverified Deep Reinforcement Learning Assisted Federated Learning Algorithm for Data Management of IIoT Feb 3, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Data Heterogeneity-Robust Federated Learning via Group Client Selection in Industrial IoT Feb 3, 2022 Federated Learning
Code Code Available FedSpace: An Efficient Federated Learning Framework at Satellites and Ground Stations Feb 2, 2022 Federated Learning
— Unverified Communication Efficient Federated Learning for Generalized Linear Bandits Feb 2, 2022 Federated Learning parameter estimation
— Unverified DASHA: Distributed Nonconvex Optimization with Communication Compression, Optimal Oracle Complexity, and No Client Synchronization Feb 2, 2022 Distributed Optimization Federated Learning
— Unverified Federated Reinforcement Learning for Collective Navigation of Robotic Swarms Feb 2, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Federated Active Learning (F-AL): an Efficient Annotation Strategy for Federated Learning Feb 1, 2022 Active Learning Distributed Optimization
— Unverified Personalized Federated Learning via Convex Clustering Feb 1, 2022 Clustering Federated Learning
— Unverified Factorized-FL: Agnostic Personalized Federated Learning with Kernel Factorization & Similarity Matching Feb 1, 2022 Federated Learning Personalized Federated Learning
— Unverified Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification Feb 1, 2022 Federated Learning
— Unverified Federated Learning Challenges and Opportunities: An Outlook Feb 1, 2022 Federated Learning Lifelong learning
— Unverified Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors Jan 31, 2022 Anomaly Detection Binary Classification
— Unverified Federated Learning with Erroneous Communication Links Jan 31, 2022 Federated Learning
— Unverified Heterogeneous Federated Learning via Grouped Sequential-to-Parallel Training Jan 31, 2022 Federated Learning Privacy Preserving
— Unverified Communication-Efficient Consensus Mechanism for Federated Reinforcement Learning Jan 30, 2022 Decision Making Federated Learning
— Unverified DearFSAC: An Approach to Optimizing Unreliable Federated Learning via Deep Reinforcement Learning Jan 30, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Decepticons: Corrupted Transformers Breach Privacy in Federated Learning for Language Models Jan 29, 2022 Federated Learning
— Unverified Improving Federated Learning Face Recognition via Privacy-Agnostic Clusters Jan 29, 2022 Face Recognition Federated Learning
— Unverified Towards Fast and Accurate Federated Learning with non-IID Data for Cloud-Based IoT Applications Jan 29, 2022 Federated Learning
— Unverified A Secure and Efficient Federated Learning Framework for NLP Jan 28, 2022 Federated Learning
— Unverified FedLite: A Scalable Approach for Federated Learning on Resource-constrained Clients Jan 28, 2022 Federated Learning
— Unverified Gradient Masked Averaging for Federated Learning Jan 28, 2022 Federated Learning Out-of-Distribution Generalization
— Unverified On the Convergence of Heterogeneous Federated Learning with Arbitrary Adaptive Online Model Pruning Jan 27, 2022 Federated Learning Open-Ended Question Answering
— Unverified Towards a Secure and Reliable Federated Learning using Blockchain Jan 27, 2022 Federated Learning
— Unverified Achieving Personalized Federated Learning with Sparse Local Models Jan 27, 2022 Federated Learning Personalized Federated Learning
— Unverified A dual approach for federated learning Jan 26, 2022 Federated Learning
Code Code Available Fast Server Learning Rate Tuning for Coded Federated Dropout Jan 26, 2022 Federated Learning
— Unverified Server-Side Stepsizes and Sampling Without Replacement Provably Help in Federated Optimization Jan 26, 2022 Federated Learning
— Unverified Challenges and Opportunities for Machine Learning Classification of Behavior and Mental State from Images Jan 26, 2022 Active Learning BIG-bench Machine Learning
— Unverified An Efficient and Robust System for Vertically Federated Random Forest Jan 26, 2022 Federated Learning
— Unverified Stochastic Coded Federated Learning with Convergence and Privacy Guarantees Jan 25, 2022 Federated Learning Privacy Preserving
— Unverified Decentralized EM to Learn Gaussian Mixtures from Datasets Distributed by Features Jan 24, 2022 Federated Learning
— Unverified Towards Multi-Objective Statistically Fair Federated Learning Jan 24, 2022 Data Poisoning Fairness
— Unverified Federated Unlearning with Knowledge Distillation Jan 24, 2022 Federated Learning Knowledge Distillation
— Unverified A Comprehensive Survey on Federated Learning: Concept and Applications Jan 23, 2022 Federated Learning Survey
— Unverified Online Auction-Based Incentive Mechanism Design for Horizontal Federated Learning with Budget Constraint Jan 22, 2022 Computational Efficiency Federated Learning
— Unverified FedComm: Federated Learning as a Medium for Covert Communication Jan 21, 2022 Federated Learning
— Unverified TOFU: Towards Obfuscated Federated Updates by Encoding Weight Updates into Gradients from Proxy Data Jan 21, 2022 Federated Learning
— Unverified Federated Learning with Heterogeneous Architectures using Graph HyperNetworks Jan 20, 2022 Federated Learning
— Unverified Caring Without Sharing: A Federated Learning Crowdsensing Framework for Diversifying Representation of Cities Jan 20, 2022 Federated Learning Privacy Preserving
— Unverified Minimax Demographic Group Fairness in Federated Learning Jan 20, 2022 Fairness Federated Learning
— Unverified Survey on Federated Learning Threats: concepts, taxonomy on attacks and defences, experimental study and challenges Jan 20, 2022 Adversarial Attack Federated Learning
— Unverified Towards Energy Efficient Distributed Federated Learning for 6G Networks Jan 19, 2022 Edge-computing Federated Learning
— Unverified Flexible Parallel Learning in Edge Scenarios: Communication, Computational and Energy Cost Jan 19, 2022 Federated Learning
— Unverified SCOTCH: An Efficient Secure Computation Framework for Secure Aggregation Jan 19, 2022 Federated Learning Privacy Preserving
Code Code Available Communication-Efficient Device Scheduling for Federated Learning Using Stochastic Optimization Jan 19, 2022 Federated Learning Privacy Preserving
— Unverified Towards Federated Clustering: A Federated Fuzzy c-Means Algorithm (FFCM) Jan 18, 2022 Clustering Federated Learning
— Unverified 