ATM: Improving Model Merging by Alternating Tuning and Merging Nov 5, 2024 Federated Learning Multi-Task Learning
— Unverified Photon: Federated LLM Pre-Training Nov 5, 2024 Federated Learning
— Unverified Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning Nov 5, 2024 Adversarial Attack Federated Learning
Code Code Available Navigating Distribution Shifts in Medical Image Analysis: A Survey Nov 5, 2024 Domain Generalization Federated Learning
— Unverified FedMoE-DA: Federated Mixture of Experts via Domain Aware Fine-grained Aggregation Nov 4, 2024 Federated Learning Mixture-of-Experts
— Unverified FedReMa: Improving Personalized Federated Learning via Leveraging the Most Relevant Clients Nov 4, 2024 Federated Learning Personalized Federated Learning
Code Code Available Masked Autoencoders are Parameter-Efficient Federated Continual Learners Nov 4, 2024 Continual Learning Federated Learning
Code Code Available Automatic Structured Pruning for Efficient Architecture in Federated Learning Nov 4, 2024 Federated Learning
Code Code Available Federated GNNs for EEG-Based Stroke Assessment Nov 4, 2024 Diagnostic EEG
— Unverified FedPID: An Aggregation Method for Federated Learning Nov 4, 2024 Federated Learning Tumor Segmentation
— Unverified FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Nov 4, 2024 Continual Learning Contrastive Learning
Code Code Available Anomalous Client Detection in Federated Learning Nov 3, 2024 Anomaly Detection Edge-computing
— Unverified Efficient and Robust Regularized Federated Recommendation Nov 3, 2024 Federated Learning Recommendation Systems
Code Code Available Analysis of regularized federated learning Nov 3, 2024 Federated Learning
— Unverified Stochastic Communication Avoidance for Recommendation Systems Nov 3, 2024 Federated Learning GPU
— Unverified Federated Learning Clients Clustering with Adaptation to Data Drifts Nov 3, 2024 Clustering Federated Learning
— Unverified Trustworthy Federated Learning: Privacy, Security, and Beyond Nov 3, 2024 Federated Learning
— Unverified False Data Injection Attack Detection in Edge-based Smart Metering Networks with Federated Learning Nov 2, 2024 Edge-computing Federated Learning
— Unverified Privacy-Preserving Federated Learning with Differentially Private Hyperdimensional Computing Nov 2, 2024 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
— Unverified Federated Learning with Relative Fairness Nov 2, 2024 Computational Efficiency Fairness
— Unverified From Federated Learning to Quantum Federated Learning for Space-Air-Ground Integrated Networks Nov 2, 2024 Federated Learning
— Unverified Boosting Federated Learning with FedEntOpt: Mitigating Label Skew by Entropy-Based Client Selection Nov 2, 2024 Federated Learning
— Unverified FedDTPT: Federated Discrete and Transferable Prompt Tuning for Black-Box Large Language Models Nov 1, 2024 Federated Learning Semantic Similarity
— Unverified Wireless Federated Learning over UAV-enabled Integrated Sensing and Communication Nov 1, 2024 Federated Learning Integrated sensing and communication
— Unverified BACSA: A Bias-Aware Client Selection Algorithm for Privacy-Preserving Federated Learning in Wireless Healthcare Networks Nov 1, 2024 Fairness Federated Learning
— Unverified AI-based traffic analysis in digital twin networks Nov 1, 2024 Fairness Federated Learning
— Unverified Why do we regularise in every iteration for imaging inverse problems? Nov 1, 2024 Federated Learning
— Unverified Federated Black-Box Adaptation for Semantic Segmentation Oct 31, 2024 Federated Learning Semantic Segmentation
Code Code Available On Sampling Strategies for Spectral Model Sharding Oct 31, 2024 Classification Federated Learning
— Unverified Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators Oct 31, 2024 Conformal Prediction Federated Learning
— Unverified Generative AI-Powered Plugin for Robust Federated Learning in Heterogeneous IoT Networks Oct 31, 2024 Data Augmentation Federated Learning
Code Code Available Byzantine-Robust Federated Learning: An Overview With Focus on Developing Sybil-based Attacks to Backdoor Augmented Secure Aggregation Protocols Oct 30, 2024 Federated Learning
— Unverified Federated UCBVI: Communication-Efficient Federated Regret Minimization with Heterogeneous Agents Oct 30, 2024 Federated Learning
— Unverified Exploring Gradient Subspaces: Addressing and Overcoming LoRA's Limitations in Federated Fine-Tuning of Large Language Models Oct 30, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified PARDON: Privacy-Aware and Robust Federated Domain Generalization Oct 30, 2024 Contrastive Learning Domain Generalization
Code Code Available (FL)^2: Overcoming Few Labels in Federated Semi-Supervised Learning Oct 30, 2024 Federated Learning
Code Code Available CopRA: A Progressive LoRA Training Strategy Oct 30, 2024 Federated Learning Linear Mode Connectivity
— Unverified Federated Learning for Diabetic Retinopathy Diagnosis: Enhancing Accuracy and Generalizability in Under-Resourced Regions Oct 30, 2024 Diagnostic Federated Learning
— Unverified Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis Oct 30, 2024 Federated Learning
Code Code Available A Study of Secure Algorithms for Vertical Federated Learning: Take Secure Logistic Regression as an Example Oct 30, 2024 Federated Learning Vertical Federated Learning
— Unverified Communication-Efficient Federated Learning over Wireless Channels via Gradient Sketching Oct 30, 2024 Federated Learning
— Unverified Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients Oct 30, 2024 Federated Learning
— Unverified Online Mirror Descent for Tchebycheff Scalarization in Multi-Objective Optimization Oct 29, 2024 Fairness Federated Learning
— Unverified BF-Meta: Secure Blockchain-enhanced Privacy-preserving Federated Learning for Metaverse Oct 29, 2024 Federated Learning Privacy Preserving
— Unverified Vertical Federated Learning with Missing Features During Training and Inference Oct 29, 2024 Federated Learning Vertical Federated Learning
Code Code Available rAge-k: Communication-Efficient Federated Learning Using Age Factor Oct 29, 2024 Federated Learning
— Unverified OPA: One-shot Private Aggregation with Single Client Interaction and its Applications to Federated Learning Oct 29, 2024 Federated Learning Privacy Preserving
— Unverified Adaptive Aggregation Weights for Federated Segmentation of Pancreas MRI Oct 29, 2024 Federated Learning MRI segmentation
— Unverified Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning Oct 28, 2024 Federated Learning Personalized Federated Learning
Code Code Available On Homomorphic Encryption Based Strategies for Class Imbalance in Federated Learning Oct 28, 2024 Federated Learning Privacy Preserving
— Unverified 