Low-Resource Machine Translation through the Lens of Personalized Federated Learning Jun 18, 2024 Federated Learning Machine Translation
Code Code Available Training Diffusion Models with Federated Learning Jun 18, 2024 Denoising Federated Learning
— Unverified Security and Privacy of 6G Federated Learning-enabled Dynamic Spectrum Sharing Jun 18, 2024 Federated Learning
— Unverified Federated Learning with Limited Node Labels Jun 18, 2024 Federated Learning Node Classification
— Unverified Federated Learning with a Single Shared Image Jun 18, 2024 Federated Learning Knowledge Distillation
Code Code Available Privacy Preserving Federated Learning in Medical Imaging with Uncertainty Estimation Jun 18, 2024 Federated Learning image-classification
Code Code Available BadSampler: Harnessing the Power of Catastrophic Forgetting to Poison Byzantine-robust Federated Learning Jun 18, 2024 Data Poisoning Federated Learning
— Unverified UIFV: Data Reconstruction Attack in Vertical Federated Learning Jun 18, 2024 Federated Learning Reconstruction Attack
— Unverified Synergizing Foundation Models and Federated Learning: A Survey Jun 18, 2024 Federated Learning Survey
Code Code Available Save It All: Enabling Full Parameter Tuning for Federated Large Language Models via Cycle Block Gradient Descent Jun 17, 2024 All Federated Learning
Code Code Available Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities Jun 17, 2024 Federated Learning
Code Code Available Federated Active Learning Framework for Efficient Annotation Strategy in Skin-lesion Classification Jun 17, 2024 Active Learning Federated Learning
— Unverified Pre-Training and Personalized Fine-Tuning via Over-the-Air Federated Meta-Learning: Convergence-Generalization Trade-Offs Jun 17, 2024 Federated Learning Meta-Learning
— Unverified Federated Face Forgery Detection Learning with Personalized Representation Jun 17, 2024 Federated Learning Personalized Federated Learning
Code Code Available When NOMA Meets AIGC: Enhanced Wireless Federated Learning Jun 16, 2024 Federated Learning
— Unverified Federated Learning Optimization: A Comparative Study of Data and Model Exchange Strategies in Dynamic Networks Jun 16, 2024 Federated Learning Transfer Learning
— Unverified Linkage on Security, Privacy and Fairness in Federated Learning: New Balances and New Perspectives Jun 16, 2024 Fairness Federated Learning
— Unverified Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions Jun 16, 2024 Federated Learning Knowledge Distillation
— Unverified Leveraging Foundation Models for Multi-modal Federated Learning with Incomplete Modality Jun 16, 2024 Federated Learning Image-text Classification
— Unverified Promoting Data and Model Privacy in Federated Learning through Quantized LoRA Jun 16, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Privacy-Preserving Heterogeneous Federated Learning for Sensitive Healthcare Data Jun 15, 2024 Federated Learning Privacy Preserving
— Unverified Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models Jun 15, 2024 Federated Learning Language Modelling
— Unverified Byzantine-Robust Decentralized Federated Learning Jun 14, 2024 Federated Learning
— Unverified Heterogeneous Federated Learning with Convolutional and Spiking Neural Networks Jun 14, 2024 Diversity Edge-computing
— Unverified Recent Advances in Federated Learning Driven Large Language Models: A Survey on Architecture, Performance, and Security Jun 14, 2024 Ethics Federated Learning
— Unverified Federated Learning with Flexible Architectures Jun 14, 2024 Backdoor Attack Federated Learning
— Unverified FLea: Addressing Data Scarcity and Label Skew in Federated Learning via Privacy-preserving Feature Augmentation Jun 13, 2024 Federated Learning Privacy Preserving
Code Code Available EncCluster: Scalable Functional Encryption in Federated Learning through Weight Clustering and Probabilistic Filters Jun 13, 2024 Federated Learning Model Compression
— Unverified A Federated Online Restless Bandit Framework for Cooperative Resource Allocation Jun 12, 2024 Federated Learning Multi-Armed Bandits
— Unverified IMFL-AIGC: Incentive Mechanism Design for Federated Learning Empowered by Artificial Intelligence Generated Content Jun 12, 2024 Federated Learning
— Unverified Regularizing and Aggregating Clients with Class Distribution for Personalized Federated Learning Jun 12, 2024 Federated Learning Personalized Federated Learning
Code Code Available Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data Jun 12, 2024 Computational Efficiency Federated Learning
— Unverified A deep cut into Split Federated Self-supervised Learning Jun 12, 2024 Federated Learning Self-Supervised Learning
Code Code Available Minimizing Energy Costs in Deep Learning Model Training: The Gaussian Sampling Approach Jun 11, 2024 Domain Adaptation Domain Generalization
— Unverified Federated Nonparametric Hypothesis Testing with Differential Privacy Constraints: Optimal Rates and Adaptive Tests Jun 10, 2024 Federated Learning
— Unverified Fed-Sophia: A Communication-Efficient Second-Order Federated Learning Algorithm Jun 10, 2024 Federated Learning Second-order methods
— Unverified Optimal Federated Learning for Nonparametric Regression with Heterogeneous Distributed Differential Privacy Constraints Jun 10, 2024 Federated Learning Privacy Preserving
— Unverified Lurking in the shadows: Unveiling Stealthy Backdoor Attacks against Personalized Federated Learning Jun 10, 2024 Backdoor Attack Federated Learning
— Unverified Federated learning in food research Jun 10, 2024 Federated Learning Fraud Detection
— Unverified Decentralized Personalized Federated Learning Jun 10, 2024 Federated Learning Personalized Federated Learning
— Unverified Optimisation of federated learning settings under statistical heterogeneity variations Jun 10, 2024 Diversity Federated Learning
— Unverified PTF-FSR: A Parameter Transmission-Free Federated Sequential Recommender System Jun 8, 2024 Federated Learning Language Modelling
Code Code Available Federated LoRA with Sparse Communication Jun 7, 2024 Federated Learning
Code Code Available When Swarm Learning meets energy series data: A decentralized collaborative learning design based on blockchain Jun 7, 2024 Federated Learning
— Unverified Federated Representation Learning in the Under-Parameterized Regime Jun 7, 2024 Federated Learning Personalized Federated Learning
Code Code Available FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models Jun 7, 2024 Federated Learning
Code Code Available 1-D CNN-Based Online Signature Verification with Federated Learning Jun 6, 2024 Federated Learning
— Unverified R-CONV: An Analytical Approach for Efficient Data Reconstruction via Convolutional Gradients Jun 6, 2024 Federated Learning
Code Code Available Buffered Asynchronous Secure Aggregation for Cross-Device Federated Learning Jun 5, 2024 Federated Learning
— Unverified Noise-Aware Algorithm for Heterogeneous Differentially Private Federated Learning Jun 5, 2024 Federated Learning
Code Code Available 