FedHM: Efficient Federated Learning for Heterogeneous Models via Low-rank Factorization Nov 29, 2021 Distributed Computing Federated Learning
— Unverified The Impact of Data Distribution on Fairness and Robustness in Federated Learning Nov 29, 2021 Fairness Federated Learning
Code Code Available Robust Federated Learning for execution time-based device model identification under label-flipping attack Nov 29, 2021 Federated Learning
— Unverified Anomaly Localization in Model Gradients Under Backdoor Attacks Against Federated Learning Nov 29, 2021 Anomaly Localization Backdoor Attack
Code Code Available Contextual Combinatorial Multi-output GP Bandits with Group Constraints Nov 29, 2021 Federated Learning Gaussian Processes
— Unverified Efficient Federated Learning for AIoT Applications Using Knowledge Distillation Nov 29, 2021 Federated Learning Knowledge Distillation
— Unverified Fed2: Feature-Aligned Federated Learning Nov 28, 2021 Federated Learning
— Unverified Resource-Aware Asynchronous Online Federated Learning for Nonlinear Regression Nov 27, 2021 Federated Learning regression
— Unverified Dynamic Network-Assisted D2D-Aided Coded Distributed Learning Nov 26, 2021 Federated Learning
— Unverified Non-IID data and Continual Learning processes in Federated Learning: A long road ahead Nov 26, 2021 BIG-bench Machine Learning Continual Learning
— Unverified An Optimization Framework for Federated Edge Learning Nov 26, 2021 Edge-computing Federated Learning
— Unverified ExPLoit: Extracting Private Labels in Split Learning Nov 25, 2021 Federated Learning Image Classification
— Unverified FedDropoutAvg: Generalizable federated learning for histopathology image classification Nov 25, 2021 Classification Federated Learning
— Unverified On-Board Federated Learning for Dense LEO Constellations Nov 24, 2021 Earth Observation Federated Learning
— Unverified Forget-SVGD: Particle-Based Bayesian Federated Unlearning Nov 23, 2021 Bayesian Inference Federated Learning
— Unverified Jointly Learning from Decentralized (Federated) and Centralized Data to Mitigate Distribution Shift Nov 23, 2021 Federated Learning
— Unverified FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning Nov 22, 2021 Distributed Optimization Federated Learning
— Unverified Privacy-preserving Federated Adversarial Domain Adaption over Feature Groups for Interpretability Nov 22, 2021 Domain Adaptation Federated Learning
— Unverified Decentralized Unsupervised Learning of Visual Representations Nov 21, 2021 Contrastive Learning Federated Learning
— Unverified Federated Social Recommendation with Graph Neural Network Nov 21, 2021 Federated Learning Graph Neural Network
— Unverified Satellite Based Computing Networks with Federated Learning Nov 20, 2021 Federated Learning
— Unverified Federated Learning with Domain Generalization Nov 20, 2021 Domain Generalization Federated Learning
— Unverified Incentive Mechanisms for Federated Learning: From Economic and Game Theoretic Perspective Nov 20, 2021 Federated Learning
— Unverified Understanding Training-Data Leakage from Gradients in Neural Networks for Image Classification Nov 19, 2021 Attribute Federated Learning
Code Code Available An Expectation-Maximization Perspective on Federated Learning Nov 19, 2021 Federated Learning
— Unverified Client Selection in Federated Learning based on Gradients Importance Nov 19, 2021 Federated Learning
— Unverified Over-the-Air Federated Learning with Retransmissions (Extended Version) Nov 19, 2021 Federated Learning
— Unverified A Novel Optimized Asynchronous Federated Learning Framework Nov 18, 2021 Federated Learning
Code Code Available FLSys: Toward an Open Ecosystem for Federated Learning Mobile Apps Nov 17, 2021 Activity Recognition Data Augmentation
— Unverified A Vertical Federated Learning Method For Multi-Institutional Credit Scoring: MICS Nov 17, 2021 Federated Learning Vertical Federated Learning
— Unverified Privacy-preserving Federated Learning for Residential Short Term Load Forecasting Nov 17, 2021 Federated Learning Load Forecasting
— Unverified FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning Nov 16, 2021 Federated Learning Privacy Preserving
Code Code Available Wyner-Ziv Gradient Compression for Federated Learning Nov 16, 2021 Federated Learning Quantization
— Unverified A Parameter Aggregation Strategy on Personalized Federated Learning Nov 16, 2021 Edge-computing Federated Learning
— Unverified Learning Tokenization in Private Federated Learning with Sub-Word Model Sampling Nov 16, 2021 Federated Learning Language Modeling
— Unverified FedParsing: a Semi-Supervised Federated Learning Model on Semantic Parsing Nov 16, 2021 Federated Learning Semantic Parsing
— Unverified On-Demand Unlabeled Personalized Federated Learning Nov 16, 2021 Domain Adaptation Federated Learning
— Unverified HADFL: Heterogeneity-aware Decentralized Federated Learning Framework Nov 16, 2021 Federated Learning
— Unverified Federated Learning for Smart Healthcare: A Survey Nov 16, 2021 Federated Learning Management
— Unverified FedCostWAvg: A new averaging for better Federated Learning Nov 16, 2021 Federated Learning Segmentation
— Unverified Federated Learning for Internet of Things: Applications, Challenges, and Opportunities Nov 15, 2021 Federated Learning
— Unverified On the Tradeoff between Energy, Precision, and Accuracy in Federated Quantized Neural Networks Nov 15, 2021 Federated Learning Quantization
— Unverified DNN gradient lossless compression: Can GenNorm be the answer? Nov 15, 2021 Federated Learning
Code Code Available Attentive Federated Learning for Concept Drift in Distributed 5G Edge Networks Nov 14, 2021 Continual Learning Edge-computing
Code Code Available Towards Privacy-Preserving Affect Recognition: A Two-Level Deep Learning Architecture Nov 14, 2021 Federated Learning Privacy Preserving
— Unverified Edge-Native Intelligence for 6G Communications Driven by Federated Learning: A Survey of Trends and Challenges Nov 14, 2021 Federated Learning Survey
— Unverified Federated Learning with Hyperparameter-based Clustering for Electrical Load Forecasting Nov 14, 2021 Clustering Edge-computing
— Unverified An Energy Consumption Model for Electrical Vehicle Networks via Extended Federated-learning Nov 13, 2021 Anomaly Detection Federated Learning
— Unverified STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks Nov 12, 2021 Federated Learning
Code Code Available Hierarchical Bayesian Bandits Nov 12, 2021 Federated Learning Thompson Sampling
— Unverified 