A Framework for Exploring Federated Community Detection Dec 14, 2023 Community Detection Federated Learning
— Unverified An Incentive Mechanism for Federated Learning Based on Multiple Resource Exchange Dec 13, 2023 Federated Learning
— Unverified Venn: Resource Management for Collaborative Learning Jobs Dec 13, 2023 Federated Learning Management
Code Code Available Contractive error feedback for gradient compression Dec 13, 2023 Federated Learning GPU
— Unverified Ensemble Federated Learning: an approach for collaborative pneumonia diagnosis Dec 12, 2023 Federated Learning
— Unverified Efficient Cross-Domain Federated Learning by MixStyle Approximation Dec 12, 2023 Federated Learning Privacy Preserving
— Unverified Privacy-Aware Energy Consumption Modeling of Connected Battery Electric Vehicles using Federated Learning Dec 12, 2023 Federated Learning
Code Code Available Feature Norm Regularized Federated Learning: Transforming Skewed Distributions into Global Insights Dec 12, 2023 Federated Learning
Code Code Available Federated Multilinear Principal Component Analysis with Applications in Prognostics Dec 11, 2023 Dimensionality Reduction Federated Learning
— Unverified Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning Dec 10, 2023 CoLA Federated Learning
— Unverified No prejudice! Fair Federated Graph Neural Networks for Personalized Recommendation Dec 10, 2023 Fairness Federated Learning
— Unverified Federated Learning Empowered by Generative Content Dec 10, 2023 Diversity Federated Learning
— Unverified QMGeo: Differentially Private Federated Learning via Stochastic Quantization with Mixed Truncated Geometric Distribution Dec 10, 2023 Federated Learning Quantization
— Unverified Fake It Till Make It: Federated Learning with Consensus-Oriented Generation Dec 10, 2023 Federated Learning Knowledge Distillation
— Unverified Speed Up Federated Learning in Heterogeneous Environment: A Dynamic Tiering Approach Dec 9, 2023 Federated Learning Image Classification
Code Code Available Multi-dimensional Fair Federated Learning Dec 9, 2023 Fairness Federated Learning
— Unverified Topology-Based Reconstruction Prevention for Decentralised Learning Dec 8, 2023 Federated Learning Privacy Preserving
— Unverified ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation Dec 8, 2023 Active Learning Domain Adaptation
— Unverified A Novel Federated Learning-Based IDS for Enhancing UAVs Privacy and Security Dec 7, 2023 Federated Learning Intrusion Detection
— Unverified Privacy-preserving quantum federated learning via gradient hiding Dec 7, 2023 Distributed Computing Federated Learning
— Unverified Improving Communication Efficiency of Federated Distillation via Accumulating Local Updates Dec 7, 2023 Federated Learning
Code Code Available Federated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insights Dec 7, 2023 Federated Learning
— Unverified Coordination-free Decentralised Federated Learning on Complex Networks: Overcoming Heterogeneity Dec 7, 2023 Edge-computing Federated Learning
— Unverified FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning Dec 7, 2023 Federated Learning image-classification
— Unverified Factor-Assisted Federated Learning for Personalized Optimization with Heterogeneous Data Dec 7, 2023 Federated Learning Personalized Federated Learning
— Unverified FedGeo: Privacy-Preserving User Next Location Prediction with Federated Learning Dec 6, 2023 Federated Learning Privacy Preserving
— Unverified A Masked Pruning Approach for Dimensionality Reduction in Communication-Efficient Federated Learning Systems Dec 6, 2023 Dimensionality Reduction Federated Learning
— Unverified PCDP-SGD: Improving the Convergence of Differentially Private SGD via Projection in Advance Dec 6, 2023 Federated Learning
— Unverified TrustFed: A Reliable Federated Learning Framework with Malicious-Attack Resistance Dec 6, 2023 Decision Making Deep Reinforcement Learning
— Unverified Multi-Criteria Client Selection and Scheduling with Fairness Guarantee for Federated Learning Service Dec 5, 2023 Fairness Federated Learning
— Unverified Towards Fast and Stable Federated Learning: Confronting Heterogeneity via Knowledge Anchor Dec 5, 2023 Federated Learning
Code Code Available The Landscape of Modern Machine Learning: A Review of Machine, Distributed and Federated Learning Dec 5, 2023 Deep Learning Distributed Computing
— Unverified FLea: Addressing Data Scarcity and Label Skew in Federated Learning via Privacy-preserving Feature Augmentation Dec 4, 2023 Federated Learning Privacy Preserving
Code Code Available Mitigating Data Injection Attacks on Federated Learning Dec 4, 2023 Federated Learning
— Unverified Federated Learning is Better with Non-Homomorphic Encryption Dec 4, 2023 Federated Learning Privacy Preserving
— Unverified Federated Active Learning for Target Domain Generalisation Dec 4, 2023 Active Learning Federated Learning
Code Code Available FedBayes: A Zero-Trust Federated Learning Aggregation to Defend Against Adversarial Attacks Dec 4, 2023 Data Poisoning Federated Learning
— Unverified PROFL: A Privacy-Preserving Federated Learning Method with Stringent Defense Against Poisoning Attacks Dec 2, 2023 Federated Learning Privacy Preserving
— Unverified Distributed Bayesian Estimation in Sensor Networks: Consensus on Marginal Densities Dec 2, 2023 Density Estimation Federated Learning
— Unverified Agglomerative Federated Learning: Empowering Larger Model Training via End-Edge-Cloud Collaboration Dec 1, 2023 Federated Learning
— Unverified Exploring the Robustness of Decentralized Training for Large Language Models Dec 1, 2023 Federated Learning
— Unverified zkDFL: An efficient and privacy-preserving decentralized federated learning with zero-knowledge proof Dec 1, 2023 Federated Learning Privacy Preserving
— Unverified FediOS: Decoupling Orthogonal Subspaces for Personalization in Feature-skew Federated Learning Nov 30, 2023 Federated Learning Personalized Federated Learning
— Unverified Data-Agnostic Model Poisoning against Federated Learning: A Graph Autoencoder Approach Nov 30, 2023 Federated Learning Model Poisoning
— Unverified FedEmb: A Vertical and Hybrid Federated Learning Algorithm using Network And Feature Embedding Aggregation Nov 30, 2023 Federated Learning Privacy Preserving
— Unverified VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated Learning Nov 30, 2023 Autonomous Driving Edge-computing
Code Code Available Toward the Tradeoffs between Privacy, Fairness and Utility in Federated Learning Nov 30, 2023 Fairness Federated Learning
— Unverified Privacy and Accuracy Implications of Model Complexity and Integration in Heterogeneous Federated Learning Nov 29, 2023 Federated Learning Inference Attack
Code Code Available Grounding Foundation Models through Federated Transfer Learning: A General Framework Nov 29, 2023 Federated Learning Privacy Preserving
— Unverified Mixed-Precision Quantization for Federated Learning on Resource-Constrained Heterogeneous Devices Nov 29, 2023 Benchmarking Federated Learning
— Unverified 