3FM: Multi-modal Meta-learning for Federated Tasks Dec 15, 2023 Federated Learning Meta-Learning
Code Code Available Privacy-Aware Document Visual Question Answering Dec 15, 2023 document understanding Federated Learning
Code Code Available Dynamic Heterogeneous Federated Learning with Multi-Level Prototypes Dec 15, 2023 Federated Learning Privacy Preserving
— Unverified FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning Dec 14, 2023 Computational Efficiency Federated Learning
Code Code Available Greedy Shapley Client Selection for Communication-Efficient Federated Learning Dec 14, 2023 Federated Learning
Code Code Available Data and Model Poisoning Backdoor Attacks on Wireless Federated Learning, and the Defense Mechanisms: A Comprehensive Survey Dec 14, 2023 Data Poisoning Federated Learning
— Unverified A Framework for Exploring Federated Community Detection Dec 14, 2023 Community Detection Federated Learning
— Unverified CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available Contractive error feedback for gradient compression Dec 13, 2023 Federated Learning GPU
— 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 Feature Norm Regularized Federated Learning: Transforming Skewed Distributions into Global Insights Dec 12, 2023 Federated Learning
Code Code Available Ensemble Federated Learning: an approach for collaborative pneumonia diagnosis Dec 12, 2023 Federated Learning
— Unverified Language-Guided Transformer for Federated Multi-Label Classification Dec 12, 2023 Classification Federated Learning
Code Code Available 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 Federated Multilinear Principal Component Analysis with Applications in Prognostics Dec 11, 2023 Dimensionality Reduction Federated Learning
— Unverified Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes Dec 11, 2023 Federated Learning Large Language Model
Code Code Available Exploiting Label Skews in Federated Learning with Model Concatenation Dec 11, 2023 Federated Learning image-classification
Code Code Available Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images Dec 11, 2023 Federated Learning whole slide images
Code Code Available 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 Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning Dec 10, 2023 CoLA 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 Multi-dimensional Fair Federated Learning Dec 9, 2023 Fairness Federated Learning
— Unverified Speed Up Federated Learning in Heterogeneous Environment: A Dynamic Tiering Approach Dec 9, 2023 Federated Learning Image Classification
Code Code Available ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation Dec 8, 2023 Active Learning Domain Adaptation
— Unverified PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark Dec 8, 2023 Federated Learning Personalized Federated Learning
Code Code Available Topology-Based Reconstruction Prevention for Decentralised Learning Dec 8, 2023 Federated Learning Privacy Preserving
— Unverified A Novel Federated Learning-Based IDS for Enhancing UAVs Privacy and Security Dec 7, 2023 Federated Learning Intrusion Detection
— Unverified Improving Communication Efficiency of Federated Distillation via Accumulating Local Updates Dec 7, 2023 Federated Learning
Code Code Available Coordination-free Decentralised Federated Learning on Complex Networks: Overcoming Heterogeneity Dec 7, 2023 Edge-computing Federated Learning
— Unverified Privacy-preserving quantum federated learning via gradient hiding Dec 7, 2023 Distributed 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 Federated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insights Dec 7, 2023 Federated Learning
— 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 TrustFed: A Reliable Federated Learning Framework with Malicious-Attack Resistance Dec 6, 2023 Decision Making Deep Reinforcement Learning
— 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 Multi-Criteria Client Selection and Scheduling with Fairness Guarantee for Federated Learning Service Dec 5, 2023 Fairness Federated Learning
— Unverified The Landscape of Modern Machine Learning: A Review of Machine, Distributed and Federated Learning Dec 5, 2023 Deep Learning Distributed Computing
— Unverified Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts Dec 5, 2023 Active Learning Diversity
Code Code Available Towards Fast and Stable Federated Learning: Confronting Heterogeneity via Knowledge Anchor Dec 5, 2023 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 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 Active Learning for Target Domain Generalisation Dec 4, 2023 Active Learning Federated Learning
Code Code Available Federated Learning is Better with Non-Homomorphic Encryption Dec 4, 2023 Federated Learning Privacy Preserving
— Unverified 