Federated Learning Challenges and Opportunities: An Outlook Feb 1, 2022 Federated Learning Lifelong learning
— Unverified Factorized-FL: Agnostic Personalized Federated Learning with Kernel Factorization & Similarity Matching Feb 1, 2022 Federated Learning Personalized Federated Learning
— Unverified Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank? Feb 1, 2022 Distributed Optimization Federated Learning
Code Code Available Personalized Federated Learning via Convex Clustering Feb 1, 2022 Clustering Federated Learning
— Unverified Federated Active Learning (F-AL): an Efficient Annotation Strategy for Federated Learning Feb 1, 2022 Active Learning Distributed Optimization
— Unverified Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification Feb 1, 2022 Federated 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 Heterogeneous Federated Learning via Grouped Sequential-to-Parallel Training Jan 31, 2022 Federated Learning Privacy Preserving
— Unverified Federated Learning with Erroneous Communication Links Jan 31, 2022 Federated Learning
— Unverified DearFSAC: An Approach to Optimizing Unreliable Federated Learning via Deep Reinforcement Learning Jan 30, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Communication-Efficient Consensus Mechanism for Federated Reinforcement Learning Jan 30, 2022 Decision Making Federated Learning
— Unverified Towards Fast and Accurate Federated Learning with non-IID Data for Cloud-Based IoT Applications Jan 29, 2022 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 FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks Jan 28, 2022 Federated Learning Node Classification
Code Code Available 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 Speeding up Heterogeneous Federated Learning with Sequentially Trained Superclients Jan 26, 2022 Federated Learning Image Classification
Code Code Available An Efficient and Robust System for Vertically Federated Random Forest 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 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 Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning Jan 24, 2022 Federated Learning Second-order methods
Code Code Available 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 FedMed-GAN: Federated Domain Translation on Unsupervised Cross-Modality Brain Image Synthesis Jan 22, 2022 Federated Learning Image Generation
Code Code Available 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 Survey on Federated Learning Threats: concepts, taxonomy on attacks and defences, experimental study and challenges Jan 20, 2022 Adversarial Attack 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 Towards Energy Efficient Distributed Federated Learning for 6G Networks Jan 19, 2022 Edge-computing Federated Learning
— Unverified Communication-Efficient Device Scheduling for Federated Learning Using Stochastic Optimization Jan 19, 2022 Federated Learning Privacy Preserving
— Unverified SCOTCH: An Efficient Secure Computation Framework for Secure Aggregation Jan 19, 2022 Federated Learning Privacy Preserving
Code Code Available Flexible Parallel Learning in Edge Scenarios: Communication, Computational and Energy Cost Jan 19, 2022 Federated Learning
— Unverified Towards Federated Clustering: A Federated Fuzzy c-Means Algorithm (FFCM) Jan 18, 2022 Clustering Federated Learning
— Unverified How to Backdoor HyperNetwork in Personalized Federated Learning? Jan 18, 2022 Data Poisoning Federated Learning
— Unverified Fairness in Federated Learning for Spatial-Temporal Applications Jan 17, 2022 Fairness Federated Learning
— Unverified EFMVFL: An Efficient and Flexible Multi-party Vertical Federated Learning without a Third Party Jan 17, 2022 Federated Learning regression
— Unverified FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Jan 16, 2022 Benchmarking Federated Learning
— Unverified 