Training Fair Models in Federated Learning without Data Privacy Infringement Sep 13, 2021 Fairness Federated Learning
— Unverified Source Inference Attacks in Federated Learning Sep 13, 2021 Federated Learning Inference Attack
Code Code Available Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering Sep 13, 2021 Federated Learning Model Poisoning
Code Code Available Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation Sep 12, 2021 Federated Learning News Recommendation
Code Code Available Federated Ensemble Model-based Reinforcement Learning in Edge Computing Sep 12, 2021 Autonomous Driving continuous-control
— Unverified Cost-Effective Federated Learning in Mobile Edge Networks Sep 12, 2021 Federated Learning
— Unverified Critical Learning Periods in Federated Learning Sep 12, 2021 Federated Learning
— Unverified FedTriNet: A Pseudo Labeling Method with Three Players for Federated Semi-supervised Learning Sep 12, 2021 Federated Learning
— Unverified On the Initial Behavior Monitoring Issues in Federated Learning Sep 11, 2021 Federated Learning image-classification
— Unverified Utility Fairness for the Differentially Private Federated Learning Sep 11, 2021 Fairness Federated Learning
— Unverified Toward Communication Efficient Adaptive Gradient Method Sep 10, 2021 BIG-bench Machine Learning Distributed Optimization
— Unverified Multimodal Federated Learning on IoT Data Sep 10, 2021 Federated Learning
— Unverified A distillation-based approach integrating continual learning and federated learning for pervasive services Sep 9, 2021 Activity Recognition Continual Learning
— Unverified An Experimental Study of Class Imbalance in Federated Learning Sep 9, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies Sep 9, 2021 Benchmarking Federated Learning
Code Code Available Iterated Vector Fields and Conservatism, with Applications to Federated Learning Sep 8, 2021 Federated Learning
— Unverified FedZKT: Zero-Shot Knowledge Transfer towards Resource-Constrained Federated Learning with Heterogeneous On-Device Models Sep 8, 2021 Federated Learning Transfer Learning
— Unverified Dubhe: Towards Data Unbiasedness with Homomorphic Encryption in Federated Learning Client Selection Sep 8, 2021 Federated Learning
— Unverified Federated Learning Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling Sep 7, 2021 Federated Learning
Code Code Available Generation of Synthetic Electronic Health Records Using a Federated GAN Sep 6, 2021 Federated Learning Generative Adversarial Network
— Unverified On Second-order Optimization Methods for Federated Learning Sep 6, 2021 Federated Learning Specificity
— Unverified Byzantine-Robust Federated Learning via Credibility Assessment on Non-IID Data Sep 6, 2021 Anomaly Detection Federated Learning
— Unverified F3: Fair and Federated Face Attribute Classification with Heterogeneous Data Sep 6, 2021 Attribute Classification
Code Code Available GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning Sep 5, 2021 Computational Efficiency Federated Learning
Code Code Available Ground-Assisted Federated Learning in LEO Satellite Constellations Sep 3, 2021 Federated Learning
— Unverified A Synergetic Attack against Neural Network Classifiers combining Backdoor and Adversarial Examples Sep 3, 2021 Federated Learning Model Poisoning
— Unverified Statistical Estimation and Inference via Local SGD in Federated Learning Sep 3, 2021 Edge-computing Federated Learning
— Unverified FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning Sep 2, 2021 Federated Learning Privacy Preserving
Code Code Available Asynchronous Federated Learning for Sensor Data with Concept Drift Sep 1, 2021 Drift Detection Ensemble Learning
— Unverified Federated Learning: Issues in Medical Application Sep 1, 2021 Federated Learning Management
— Unverified Unit-Modulus Wireless Federated Learning Via Penalty Alternating Minimization Aug 31, 2021 Federated Learning
— Unverified GRP-FED: Addressing Client Imbalance in Federated Learning via Global-Regularized Personalization Aug 31, 2021 Federated Learning
— Unverified FedKD: Communication Efficient Federated Learning via Knowledge Distillation Aug 30, 2021 Federated Learning Knowledge Distillation
— Unverified Private Multi-Task Learning: Formulation and Applications to Federated Learning Aug 30, 2021 BIG-bench Machine Learning Distributed Optimization
Code Code Available Canoe : A System for Collaborative Learning for Neural Nets Aug 27, 2021 Edge-computing Federated Learning
— Unverified Enabling SQL-based Training Data Debugging for Federated Learning Aug 26, 2021 Federated Learning
— Unverified Federated Reinforcement Learning: Techniques, Applications, and Open Challenges Aug 26, 2021 Edge-computing Federated Learning
— Unverified PIVODL: Privacy-preserving vertical federated learning over distributed labels Aug 25, 2021 Federated Learning Privacy Preserving
— Unverified Federated Learning for Open Banking Aug 24, 2021 Federated Learning
— Unverified Data-Free Evaluation of User Contributions in Federated Learning Aug 24, 2021 Federated Learning Product Recommendation
— Unverified Federated Learning for Privacy-Preserving Open Innovation Future on Digital Health Aug 24, 2021 Federated Learning Privacy Preserving
— Unverified Federated Learning for UAV Swarms Under Class Imbalance and Power Consumption Constraints Aug 23, 2021 Federated Learning
— Unverified Anarchic Federated Learning Aug 23, 2021 Federated Learning
— Unverified Federated Learning Meets Fairness and Differential Privacy Aug 23, 2021 Fairness Federated Learning
Code Code Available Federated Multi-Task Learning under a Mixture of Distributions Aug 23, 2021 Fairness Federated Learning
Code Code Available Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available Personalised Federated Learning: A Combinational Approach Aug 22, 2021 Federated Learning Knowledge Distillation
— Unverified Flexible Clustered Federated Learning for Client-Level Data Distribution Shift Aug 22, 2021 Federated Learning
Code Code Available SemiFed: Semi-supervised Federated Learning with Consistency and Pseudo-Labeling Aug 21, 2021 Data Augmentation Federated Learning
— Unverified Accelerating Federated Learning with a Global Biased Optimiser Aug 20, 2021 Federated Learning
Code Code Available 