Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing Jun 8, 2021 Federated Learning Hyperparameter Optimization
— Unverified FedNILM: Applying Federated Learning to NILM Applications at the Edge Jun 7, 2021 Federated Learning Model Compression
— Unverified Unsupervised Clustered Federated Learning in Complex Multi-source Acoustic Environments Jun 7, 2021 Clustering Federated Learning
Code Code Available Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning Jun 7, 2021 Fairness Federated Learning
— Unverified Preservation of the Global Knowledge by Not-True Distillation in Federated Learning Jun 6, 2021 Continual Learning Federated Learning
Code Code Available FedNL: Making Newton-Type Methods Applicable to Federated Learning Jun 5, 2021 Federated Learning Model Compression
— Unverified FedBABU: Towards Enhanced Representation for Federated Image Classification Jun 4, 2021 Classification Federated Learning
Code Code Available SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural Networks Jun 4, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available FedCCEA : A Practical Approach of Client Contribution Evaluation for Federated Learning Jun 4, 2021 Data Valuation Federated Learning
— Unverified Local Adaptivity in Federated Learning: Convergence and Consistency Jun 4, 2021 Federated Learning
— Unverified Federated Neural Collaborative Filtering Jun 2, 2021 Collaborative Filtering Federated Learning
— Unverified SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training Jun 2, 2021 Data Augmentation Federated Learning
Code Code Available FedHealth 2: Weighted Federated Transfer Learning via Batch Normalization for Personalized Healthcare Jun 2, 2021 Activity Recognition Federated Learning
— Unverified An Investigation towards Differentially Private Sequence Tagging in a Federated Framework Jun 1, 2021 Federated Learning named-entity-recognition
— Unverified Understanding Unintended Memorization in Language Models Under Federated Learning Jun 1, 2021 Federated Learning Memorization
— Unverified QLSD: Quantised Langevin stochastic dynamics for Bayesian federated learning Jun 1, 2021 Federated Learning
— Unverified Wireless Federated Learning with Limited Communication and Differential Privacy Jun 1, 2021 Dimensionality Reduction Federated Learning
— Unverified H-FL: A Hierarchical Communication-Efficient and Privacy-Protected Architecture for Federated Learning Jun 1, 2021 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 Meta-HAR: Federated Representation Learning for Human Activity Recognition May 31, 2021 Activity Prediction Activity Recognition
Code Code Available Unifying Distillation with Personalization in Federated Learning May 31, 2021 Fairness Federated Learning
— Unverified Quantum Federated Learning with Quantum Data May 30, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available 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 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 Graph Learning -- A Position Paper May 24, 2021 Federated Learning Graph Learning
— Unverified FedScale: Benchmarking Model and System Performance of Federated Learning at Scale May 24, 2021 Benchmarking Federated Learning
Code Code Available Fast Federated Learning by Balancing Communication Trade-Offs May 23, 2021 Federated Learning Privacy Preserving
Code Code Available DoStoVoQ: Doubly Stochastic Voronoi Vector Quantization SGD for Federated Learning May 21, 2021 Federated Learning Quantization
— Unverified Federated Split Task-Agnostic Vision Transformer for COVID-19 CXR Diagnosis May 21, 2021 COVID-19 Diagnosis Federated Learning
— Unverified HyFed: A Hybrid Federated Framework for Privacy-preserving Machine Learning May 21, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Data-Free Knowledge Distillation for Heterogeneous Federated Learning May 20, 2021 Data-free Knowledge Distillation Federated Learning
Code Code Available 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 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 Prototype Guided Federated Learning of Visual Feature Representations May 19, 2021 Federated Learning image-classification
— Unverified DRIVE: One-bit Distributed Mean Estimation May 18, 2021 Federated Learning
Code Code Available DID-eFed: Facilitating Federated Learning as a Service with Decentralized Identities May 18, 2021 Federated Learning Management
— Unverified EasyFL: A Low-code Federated Learning Platform For Dummies May 17, 2021 Federated Learning Privacy Preserving
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 Node Selection Toward Faster Convergence for Federated Learning on Non-IID Data May 14, 2021 Federated Learning
Code Code Available 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 Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning May 12, 2021 Clustering Federated Learning
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