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 Dubhe: Towards Data Unbiasedness with Homomorphic Encryption in Federated Learning Client Selection 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 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 F3: Fair and Federated Face Attribute Classification with Heterogeneous Data Sep 6, 2021 Attribute Classification
Code Code Available Byzantine-Robust Federated Learning via Credibility Assessment on Non-IID Data Sep 6, 2021 Anomaly Detection Federated Learning
— Unverified On Second-order Optimization Methods for Federated Learning Sep 6, 2021 Federated Learning Specificity
— Unverified GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning Sep 5, 2021 Computational Efficiency Federated Learning
Code Code Available A Synergetic Attack against Neural Network Classifiers combining Backdoor and Adversarial Examples Sep 3, 2021 Federated Learning Model Poisoning
— Unverified Ground-Assisted Federated Learning in LEO Satellite Constellations Sep 3, 2021 Federated Learning
— Unverified Statistical Estimation and Inference via Local SGD in Federated Learning Sep 3, 2021 Edge-computing Federated Learning
— Unverified 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 GRP-FED: Addressing Client Imbalance in Federated Learning via Global-Regularized Personalization Aug 31, 2021 Federated Learning
— Unverified Unit-Modulus Wireless Federated Learning Via Penalty Alternating Minimization 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 Federated Reinforcement Learning: Techniques, Applications, and Open Challenges Aug 26, 2021 Edge-computing Federated Learning
— Unverified Enabling SQL-based Training Data Debugging for Federated Learning Aug 26, 2021 Federated Learning
— Unverified PIVODL: Privacy-preserving vertical federated learning over distributed labels Aug 25, 2021 Federated Learning Privacy Preserving
— Unverified Federated Learning for Privacy-Preserving Open Innovation Future on Digital Health Aug 24, 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 UAV Swarms Under Class Imbalance and Power Consumption Constraints Aug 23, 2021 Federated Learning
— Unverified Federated Learning Meets Fairness and Differential Privacy Aug 23, 2021 Fairness Federated Learning
Code Code Available Anarchic Federated Learning Aug 23, 2021 Federated Learning
— Unverified Personalised Federated Learning: A Combinational Approach Aug 22, 2021 Federated Learning Knowledge Distillation
— Unverified SemiFed: Semi-supervised Federated Learning with Consistency and Pseudo-Labeling Aug 21, 2021 Data Augmentation Federated Learning
— Unverified Mobility-Aware Cluster Federated Learning in Hierarchical Wireless Networks Aug 20, 2021 Federated Learning
— Unverified FedSkel: Efficient Federated Learning on Heterogeneous Systems with Skeleton Gradients Update Aug 20, 2021 Federated Learning
Code Code Available Accelerating Federated Learning with a Global Biased Optimiser Aug 20, 2021 Federated Learning
Code Code Available Order Optimal Bounds for One-Shot Federated Learning over non-Convex Loss Functions Aug 19, 2021 Federated Learning
— Unverified Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning Aug 19, 2021 Federated Learning
— Unverified Multi-task Federated Learning for Heterogeneous Pancreas Segmentation Aug 19, 2021 Federated Learning Image Segmentation
— Unverified Towards More Efficient Federated Learning with Better Optimization Objects Aug 19, 2021 Federated Learning
— Unverified Practical and Secure Federated Recommendation with Personalized Masks Aug 18, 2021 Federated Learning Recommendation Systems
— Unverified Learning Federated Representations and Recommendations with Limited Negatives Aug 18, 2021 Federated Learning Privacy Preserving
— Unverified Federated Multi-Target Domain Adaptation Aug 17, 2021 Domain Adaptation Federated Learning
— Unverified Federated Learning with Correlated Data: Taming the Tail for Age-Optimal Industrial IoT Aug 17, 2021 Federated Learning Model Selection
— Unverified Aggregation Delayed Federated Learning Aug 17, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available Client Selection Approach in Support of Clustered Federated Learning over Wireless Edge Networks Aug 16, 2021 Federated Learning Scheduling
— Unverified FedChain: Chained Algorithms for Near-Optimal Communication Cost in Federated Learning Aug 16, 2021 Federated Learning Image Classification
— Unverified Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning Aug 16, 2021 Federated Learning Privacy Preserving
— Unverified 