Stochastic Communication Avoidance for Recommendation Systems Nov 3, 2024 Federated Learning GPU
— 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 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 Boosting Federated Learning with FedEntOpt: Mitigating Label Skew by Entropy-Based Client Selection Nov 2, 2024 Federated Learning
— Unverified Personalized Federated Learning via Feature Distribution Adaptation Nov 1, 2024 Federated Learning Navigate
Code Code Available Wireless Federated Learning over UAV-enabled Integrated Sensing and Communication Nov 1, 2024 Federated Learning Integrated sensing and communication
— Unverified C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available FedDTPT: Federated Discrete and Transferable Prompt Tuning for Black-Box Large Language Models Nov 1, 2024 Federated Learning Semantic Similarity
— Unverified Identify Backdoored Model in Federated Learning via Individual Unlearning Nov 1, 2024 Anomaly Detection Federated Learning
Code Code Available 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 On Sampling Strategies for Spectral Model Sharding Oct 31, 2024 Classification 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 Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning Oct 31, 2024 Federated Learning
Code Code Available Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators Oct 31, 2024 Conformal Prediction Federated Learning
— Unverified Federated Black-Box Adaptation for Semantic Segmentation Oct 31, 2024 Federated Learning Semantic Segmentation
Code Code Available Federated Learning for Diabetic Retinopathy Diagnosis: Enhancing Accuracy and Generalizability in Under-Resourced Regions Oct 30, 2024 Diagnostic Federated Learning
— Unverified Communication-Efficient Federated Learning over Wireless Channels via Gradient Sketching Oct 30, 2024 Federated Learning
— Unverified 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 CopRA: A Progressive LoRA Training Strategy Oct 30, 2024 Federated Learning Linear Mode Connectivity
— Unverified (FL)^2: Overcoming Few Labels in Federated Semi-Supervised Learning Oct 30, 2024 Federated Learning
Code Code Available Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis Oct 30, 2024 Federated Learning
Code Code Available 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 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 Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients Oct 30, 2024 Federated Learning
— Unverified Federated UCBVI: Communication-Efficient Federated Regret Minimization with Heterogeneous Agents Oct 30, 2024 Federated Learning
— Unverified PARDON: Privacy-Aware and Robust Federated Domain Generalization Oct 30, 2024 Contrastive Learning Domain Generalization
Code Code Available Vertical Federated Learning with Missing Features During Training and Inference Oct 29, 2024 Federated Learning Vertical Federated Learning
Code Code Available Adaptive Aggregation Weights for Federated Segmentation of Pancreas MRI Oct 29, 2024 Federated Learning MRI segmentation
— Unverified BF-Meta: Secure Blockchain-enhanced Privacy-preserving Federated Learning for Metaverse Oct 29, 2024 Federated Learning Privacy Preserving
— Unverified Online Mirror Descent for Tchebycheff Scalarization in Multi-Objective Optimization Oct 29, 2024 Fairness 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 rAge-k: Communication-Efficient Federated Learning Using Age Factor Oct 29, 2024 Federated Learning
— 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 Enhanced channel estimation for near-field IRS-aided multi-user MIMO system via a large deep residual network Oct 28, 2024 Denoising Federated Learning
— Unverified On Homomorphic Encryption Based Strategies for Class Imbalance in Federated Learning Oct 28, 2024 Federated Learning Privacy Preserving
— Unverified A Unified Solution to Diverse Heterogeneities in One-shot Federated Learning Oct 28, 2024 Federated Learning
Code Code Available A Statistical Analysis of Deep Federated Learning for Intrinsically Low-dimensional Data Oct 28, 2024 Federated Learning
Code Code Available Federated Time Series Generation on Feature and Temporally Misaligned Data Oct 28, 2024 Federated Learning Time Series
— Unverified FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Oct 27, 2024 Federated Learning
Code Code Available Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs Oct 26, 2024 Domain Generalization Federated Learning
— Unverified FedMABA: Towards Fair Federated Learning through Multi-Armed Bandits Allocation Oct 26, 2024 Fairness Federated Learning
— Unverified Privacy-Preserving Federated Learning via Dataset Distillation Oct 25, 2024 Attribute Dataset Distillation
— Unverified MetaTrading: An Immersion-Aware Model Trading Framework for Vehicular Metaverse Services Oct 25, 2024 Deep Reinforcement Learning Federated Learning
— Unverified Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning Oct 25, 2024 Federated Learning
— Unverified LanFL: Differentially Private Federated Learning with Large Language Models using Synthetic Samples Oct 24, 2024 Federated Learning Privacy Preserving
— Unverified Equitable Federated Learning with Activation Clustering Oct 24, 2024 Clustering Federated Learning
— Unverified 