Federated Bayesian Network Ensembles Feb 19, 2024 Federated Learning
— Unverified Secure Federated Learning Across Heterogeneous Cloud and High-Performance Computing Resources -- A Case Study on Federated Fine-tuning of LLaMA 2 Feb 19, 2024 Cloud Computing Federated Learning
— Unverified On the Byzantine-Resilience of Distillation-Based Federated Learning Feb 19, 2024 Federated Learning Knowledge Distillation
Code Code Available Poisoning Federated Recommender Systems with Fake Users Feb 18, 2024 Federated Learning Recommendation Systems
— Unverified Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources Feb 18, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Achieving Linear Speedup in Asynchronous Federated Learning with Heterogeneous Clients Feb 17, 2024 Federated Learning
— Unverified Differential Private Federated Transfer Learning for Mental Health Monitoring in Everyday Settings: A Case Study on Stress Detection Feb 16, 2024 Federated Learning Privacy Preserving
— Unverified Enhancing Convergence in Federated Learning: A Contribution-Aware Asynchronous Approach Feb 16, 2024 Federated Learning
— Unverified FedD2S: Personalized Data-Free Federated Knowledge Distillation Feb 16, 2024 Data-free Knowledge Distillation Fairness
— Unverified FedLion: Faster Adaptive Federated Optimization with Fewer Communication Feb 15, 2024 Federated Learning
Code Code Available Prompt-based Personalized Federated Learning for Medical Visual Question Answering Feb 15, 2024 Federated Learning Medical Visual Question Answering
— Unverified DPBalance: Efficient and Fair Privacy Budget Scheduling for Federated Learning as a Service Feb 15, 2024 Fairness Federated Learning
— Unverified An advanced data fabric architecture leveraging homomorphic encryption and federated learning Feb 15, 2024 Federated Learning Medical Image Analysis
— Unverified Digital versus Analog Transmissions for Federated Learning over Wireless Networks Feb 15, 2024 Federated Learning
— Unverified Benchmarking federated strategies in Peer-to-Peer Federated learning for biomedical data Feb 15, 2024 Benchmarking Federated Learning
— Unverified A chaotic maps-based privacy-preserving distributed deep learning for incomplete and Non-IID datasets Feb 15, 2024 Deep Learning Federated Learning
— Unverified Investigation of Federated Learning Algorithms for Retinal Optical Coherence Tomography Image Classification with Statistical Heterogeneity Feb 15, 2024 Federated Learning image-classification
Code Code Available SusFL: Energy-Aware Federated Learning-based Monitoring for Sustainable Smart Farms Feb 15, 2024 Data Poisoning Federated Learning
— Unverified Adaptive Federated Learning in Heterogeneous Wireless Networks with Independent Sampling Feb 15, 2024 Federated Learning
— Unverified Some Targets Are Harder to Identify than Others: Quantifying the Target-dependent Membership Leakage Feb 15, 2024 Federated Learning
— Unverified FedRDF: A Robust and Dynamic Aggregation Function against Poisoning Attacks in Federated Learning Feb 15, 2024 Federated Learning Model Poisoning
— Unverified Smart Information Exchange for Unsupervised Federated Learning via Reinforcement Learning Feb 15, 2024 Federated Learning reinforcement-learning
— Unverified Federated Prompt-based Decision Transformer for Customized VR Services in Mobile Edge Computing System Feb 15, 2024 Edge-computing Federated Learning
— Unverified A Federated Framework for LLM-based Recommendation Feb 15, 2024 Federated Learning Language Modelling
Code Code Available FedAnchor: Enhancing Federated Semi-Supervised Learning with Label Contrastive Loss for Unlabeled Clients Feb 15, 2024 Federated Learning
— Unverified A privacy-preserving, distributed and cooperative FCM-based learning approach for cancer research Feb 15, 2024 Federated Learning Privacy Preserving
— Unverified Momentum Approximation in Asynchronous Private Federated Learning Feb 14, 2024 Federated Learning
— Unverified FedSiKD: Clients Similarity and Knowledge Distillation: Addressing Non-i.i.d. and Constraints in Federated Learning Feb 14, 2024 Federated Learning Knowledge Distillation
Code Code Available Exploring Federated Deep Learning for Standardising Naming Conventions in Radiotherapy Data Feb 14, 2024 Federated Learning
— Unverified Scheduling for On-Board Federated Learning with Satellite Clusters Feb 14, 2024 Federated Learning Scheduling
— Unverified FLASH: Federated Learning Across Simultaneous Heterogeneities Feb 13, 2024 Federated Learning Multi-Armed Bandits
— Unverified Data Reconstruction Attacks and Defenses: A Systematic Evaluation Feb 13, 2024 Federated Learning Reconstruction Attack
— Unverified Empowering Federated Learning for Massive Models with NVIDIA FLARE Feb 12, 2024 Federated Learning
— Unverified Bayesian Deep Learning Via Expectation Maximization and Turbo Deep Approximate Message Passing Feb 12, 2024 Bayesian Inference Federated Learning
— Unverified Differentially Private Decentralized Learning with Random Walks Feb 12, 2024 Federated Learning
Code Code Available Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning Feb 12, 2024 Decision Making Drift Detection
Code Code Available Hypernetwork-Driven Model Fusion for Federated Domain Generalization Feb 10, 2024 Domain Generalization Federated Learning
— Unverified FedImpro: Measuring and Improving Client Update in Federated Learning Feb 10, 2024 Federated Learning
— Unverified Version age-based client scheduling policy for federated learning Feb 8, 2024 Federated Learning Privacy Preserving
— Unverified Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices Feb 8, 2024 Federated Learning Offline RL
— Unverified Flashback: Understanding and Mitigating Forgetting in Federated Learning Feb 8, 2024 Federated Learning
— Unverified On the Convergence of Zeroth-Order Federated Tuning for Large Language Models Feb 8, 2024 Federated Learning GPU
— Unverified Asynchronous Diffusion Learning with Agent Subsampling and Local Updates Feb 8, 2024 Federated Learning
— Unverified Revisiting Early-Learning Regularization When Federated Learning Meets Noisy Labels Feb 8, 2024 Federated Learning Memorization
— Unverified Examining Modality Incongruity in Multimodal Federated Learning for Medical Vision and Language-based Disease Detection Feb 7, 2024 Federated Learning Imputation
— Unverified Blockchain-enabled Clustered and Scalable Federated Learning (BCS-FL) Framework in UAV Networks Feb 7, 2024 Federated Learning Graph Clustering
— Unverified Personalized Federated Learning for Statistical Heterogeneity Feb 7, 2024 Federated Learning Personalized Federated Learning
— Unverified The Role of LLMs in Sustainable Smart Cities: Applications, Challenges, and Future Directions Feb 7, 2024 Edge-computing Federated Learning
— Unverified Federated Learning Can Find Friends That Are Advantageous Feb 7, 2024 Federated Learning
— Unverified Expediting In-Network Federated Learning by Voting-Based Consensus Model Compression Feb 6, 2024 Federated Learning Model Compression
— Unverified 