Federated Learning and Blockchain-enabled Fog-IoT Platform for Wearables in Predictive Healthcare Jan 11, 2023 Federated Learning Privacy Preserving
— Unverified Network Adaptive Federated Learning: Congestion and Lossy Compression Jan 11, 2023 Federated Learning
— Unverified Federated Learning under Heterogeneous and Correlated Client Availability Jan 11, 2023 Federated Learning
Code Code Available FedDebug: Systematic Debugging for Federated Learning Applications Jan 9, 2023 Fault localization Federated Learning
Code Code Available Federated Learning for Energy Constrained IoT devices: A systematic mapping study Jan 9, 2023 Federated Learning
— Unverified Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation Jan 9, 2023 Federated Learning
— Unverified Randomized Block-Coordinate Optimistic Gradient Algorithms for Root-Finding Problems Jan 8, 2023 Federated Learning
— Unverified Why Batch Normalization Damage Federated Learning on Non-IID Data? Jan 8, 2023 Federated Learning
Code Code Available AnycostFL: Efficient On-Demand Federated Learning over Heterogeneous Edge Devices Jan 8, 2023 Federated Learning
— Unverified IronForge: An Open, Secure, Fair, Decentralized Federated Learning Jan 7, 2023 Fairness Federated Learning
Code Code Available Learning Personalized Brain Functional Connectivity of MDD Patients from Multiple Sites via Federated Bayesian Networks Jan 6, 2023 Federated Learning Functional Connectivity
— Unverified Single-round Self-supervised Distributed Learning using Vision Transformer Jan 5, 2023 Federated Learning
— Unverified Federated Learning for Data Streams Jan 4, 2023 Federated Learning
Code Code Available Multi-Task System Identification of Similar Linear Time-Invariant Dynamical Systems Jan 4, 2023 Federated Learning Multi-Task Learning
— Unverified Machine Learning for Large-Scale Optimization in 6G Wireless Networks Jan 3, 2023 Computational Efficiency Deep Reinforcement Learning
— Unverified Recent Advances on Federated Learning: A Systematic Survey Jan 3, 2023 Federated Learning Privacy Preserving
— Unverified Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics Jan 3, 2023 Federated Learning Multi-agent Reinforcement Learning
— Unverified SPEFL: Efficient Security and Privacy Enhanced Federated Learning Against Poisoning Attacks Jan 1, 2023 Federated Learning Privacy Preserving
— Unverified Fairness and Effectiveness in Federated Learning on Non-independent and Identically Distributed Data Jan 1, 2023 Fairness Federated Learning
— Unverified Enhancing Privacy Preservation in Federated Learning via Learning Rate Perturbation Jan 1, 2023 Federated Learning
— Unverified Workie-Talkie: Accelerating Federated Learning by Overlapping Computing and Communications via Contrastive Regularization Jan 1, 2023 Federated Learning
— Unverified FedPD: Federated Open Set Recognition with Parameter Disentanglement Jan 1, 2023 Disentanglement Federated Learning
— Unverified Generative Gradient Inversion via Over-Parameterized Networks in Federated Learning Jan 1, 2023 Federated Learning
Code Code Available Robust Heterogeneous Federated Learning under Data Corruption Jan 1, 2023 Data Augmentation Federated Learning
Code Code Available Personalized Semantics Excitation for Federated Image Classification Jan 1, 2023 Classification Federated Learning
— Unverified Global Balanced Experts for Federated Long-Tailed Learning Jan 1, 2023 Federated Learning Privacy Preserving
Code Code Available Bias-Eliminating Augmentation Learning for Debiased Federated Learning Jan 1, 2023 Federated Learning image-classification
— Unverified How To Prevent the Poor Performance Clients for Personalized Federated Learning? Jan 1, 2023 Federated Learning Generalization Bounds
— Unverified Reliable and Interpretable Personalized Federated Learning Jan 1, 2023 Federated Learning Personalized Federated Learning
— Unverified Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity Jan 1, 2023 Federated Learning
— Unverified FedSeg: Class-Heterogeneous Federated Learning for Semantic Segmentation Jan 1, 2023 Contrastive Learning Federated Learning
— Unverified CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss Jan 1, 2023 Federated Learning Knowledge Distillation
Code Code Available Rethinking Federated Learning With Domain Shift: A Prototype View Jan 1, 2023 Federated Learning Privacy Preserving
Code Code Available Elastic Aggregation for Federated Optimization Jan 1, 2023 Federated Learning Privacy Preserving
— Unverified ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients Jan 1, 2023 Federated Learning SST-2
Code Code Available Mutual Information Regularization for Vertical Federated Learning Jan 1, 2023 Federated Learning Vertical Federated Learning
— Unverified Navigating Alignment for Non-identical Client Class Sets: A Label Name-Anchored Federated Learning Framework Jan 1, 2023 Federated Learning
Code Code Available Efficient On-device Training via Gradient Filtering Jan 1, 2023 Federated Learning image-classification
Code Code Available FedICT: Federated Multi-task Distillation for Multi-access Edge Computing Jan 1, 2023 Edge-computing Federated Learning
Code Code Available An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects Jan 1, 2023 Causal Inference Federated Learning
Code Code Available Deep Hierarchy Quantization Compression algorithm based on Dynamic Sampling Dec 30, 2022 Federated Learning Quantization
— Unverified Graph Federated Learning for CIoT Devices in Smart Home Applications Dec 29, 2022 Federated Learning Scheduling
Code Code Available Federated Multi-Agent Deep Reinforcement Learning Approach via Physics-Informed Reward for Multi-Microgrid Energy Management Dec 29, 2022 Deep Reinforcement Learning energy management
— Unverified Characterization of the Global Bias Problem in Aerial Federated Learning Dec 29, 2022 Federated Learning
— Unverified Proof of Swarm Based Ensemble Learning for Federated Learning Applications Dec 28, 2022 ECG Classification Ensemble Learning
— Unverified CC-FedAvg: Computationally Customized Federated Averaging Dec 28, 2022 Federated Learning
— Unverified A Survey on Federated Recommendation Systems Dec 27, 2022 Federated Learning Recommendation Systems
— Unverified Knowledge-Guided Data-Centric AI in Healthcare: Progress, Shortcomings, and Future Directions Dec 27, 2022 Data Augmentation Federated Learning
— Unverified Democratising Knowledge Representation with BioCypher Dec 27, 2022 Federated Learning Knowledge Graphs
— Unverified Social-Aware Clustered Federated Learning with Customized Privacy Preservation Dec 25, 2022 Federated Learning
— Unverified 