Pencil: Private and Extensible Collaborative Learning without the Non-Colluding Assumption Mar 17, 2024 Federated Learning Privacy Preserving
Code Code Available Federated Transfer Learning with Differential Privacy Mar 17, 2024 Federated Learning regression
— Unverified Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Mar 16, 2024 Continual Learning CPU
— Unverified Federated Learning based on Pruning and Recovery Mar 16, 2024 Federated Learning
Code Code Available FedQNN: Federated Learning using Quantum Neural Networks Mar 16, 2024 Federated Learning Quantum Machine Learning
— Unverified FAGH: Accelerating Federated Learning with Approximated Global Hessian Mar 16, 2024 Federated Learning
— Unverified Enhancing IoT Security Against DDoS Attacks through Federated Learning Mar 16, 2024 Dimensionality Reduction Federated Learning
— Unverified Defense via Behavior Attestation against Attacks in Connected and Automated Vehicles based Federated Learning Systems Mar 14, 2024 Federated Learning
— Unverified Fairness-Aware Multi-Server Federated Learning Task Delegation over Wireless Networks Mar 14, 2024 Fairness Federated Learning
— Unverified Empowering Healthcare through Privacy-Preserving MRI Analysis Mar 14, 2024 Federated Learning Privacy Preserving
— Unverified FedComLoc: Communication-Efficient Distributed Training of Sparse and Quantized Models Mar 14, 2024 Federated Learning Quantization
— Unverified Explainable Machine Learning-Based Security and Privacy Protection Framework for Internet of Medical Things Systems Mar 14, 2024 Anomaly Detection Explainable artificial intelligence
— Unverified Learning from straggler clients in federated learning Mar 14, 2024 Federated Learning
— Unverified Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains Mar 14, 2024 Clustering Federated Learning
— Unverified DA-PFL: Dynamic Affinity Aggregation for Personalized Federated Learning Mar 14, 2024 Federated Learning Personalized Federated Learning
— Unverified Metadata-Driven Federated Learning of Connectional Brain Templates in Non-IID Multi-Domain Scenarios Mar 14, 2024 Federated Learning Privacy Preserving
— Unverified Federated Knowledge Graph Unlearning via Diffusion Model Mar 13, 2024 Federated Learning Knowledge Graphs
— Unverified MGIC: A Multi-Label Gradient Inversion Attack based on Canny Edge Detection on Federated Learning Mar 13, 2024 Distributed Computing Edge Detection
— Unverified Decoupled Federated Learning on Long-Tailed and Non-IID data with Feature Statistics Mar 13, 2024 Federated Learning
— Unverified AFGI: Towards Accurate and Fast-convergent Gradient Inversion Attack in Federated Learning Mar 13, 2024 Edge Detection Federated Learning
— Unverified Efficient Language Model Architectures for Differentially Private Federated Learning Mar 12, 2024 Computational Efficiency Federated Learning
— Unverified Federated Learning of Socially Appropriate Agent Behaviours in Simulated Home Environments Mar 12, 2024 Continual Learning Federated Learning
Code Code Available UAV-Enabled Asynchronous Federated Learning Mar 11, 2024 Federated Learning
— Unverified DiPrompT: Disentangled Prompt Tuning for Multiple Latent Domain Generalization in Federated Learning Mar 11, 2024 Domain Generalization Federated Learning
— Unverified Don't Forget What I did?: Assessing Client Contributions in Federated Learning Mar 11, 2024 Data Poisoning Fairness
— Unverified Provable Mutual Benefits from Federated Learning in Privacy-Sensitive Domains Mar 11, 2024 Federated Learning Stochastic Optimization
— Unverified Adaptive Federated Learning Over the Air Mar 11, 2024 Federated Learning
— Unverified DrJAX: Scalable and Differentiable MapReduce Primitives in JAX Mar 11, 2024 Federated Learning
— Unverified Analysis of Total Variation Minimization for Clustered Federated Learning Mar 10, 2024 Clustering Federated Learning
— Unverified Fake or Compromised? Making Sense of Malicious Clients in Federated Learning Mar 10, 2024 Federated Learning
— Unverified FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning Mar 10, 2024 Federated Learning Few-Shot Learning
— Unverified Fluent: Round-efficient Secure Aggregation for Private Federated Learning Mar 10, 2024 Federated Learning
— Unverified Towards Efficient Replay in Federated Incremental Learning Mar 9, 2024 Federated Learning Incremental Learning
— Unverified RIS-empowered Topology Control for Distributed Learning in Urban Air Mobility Mar 8, 2024 Federated Learning MULTI-VIEW LEARNING
— Unverified FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation Mar 8, 2024 Federated Learning Image Segmentation
Code Code Available Federated Learning Method for Preserving Privacy in Face Recognition System Mar 8, 2024 Face Recognition Federated Learning
— Unverified Boosting Fairness and Robustness in Over-the-Air Federated Learning Mar 7, 2024 Fairness Federated Learning
— Unverified LoCoDL: Communication-Efficient Distributed Learning with Local Training and Compression Mar 7, 2024 Distributed Optimization Federated Learning
— Unverified HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning Mar 7, 2024 Domain Generalization Fairness
Code Code Available FL-GUARD: A Holistic Framework for Run-Time Detection and Recovery of Negative Federated Learning Mar 7, 2024 Federated Learning
— Unverified On-demand Quantization for Green Federated Generative Diffusion in Mobile Edge Networks Mar 7, 2024 Diversity Federated Learning
— Unverified Architectural Blueprint For Heterogeneity-Resilient Federated Learning Mar 7, 2024 Edge-computing Federated Learning
— Unverified FedClust: Optimizing Federated Learning on Non-IID Data through Weight-Driven Client Clustering Mar 7, 2024 Federated Learning
— Unverified Many-Objective Multi-Solution Transport Mar 6, 2024 Federated Learning Multi-Task Learning
— Unverified OCD-FL: A Novel Communication-Efficient Peer Selection-based Decentralized Federated Learning Mar 6, 2024 Federated Learning
— Unverified SPEAR:Exact Gradient Inversion of Batches in Federated Learning Mar 6, 2024 Federated Learning GPU
— Unverified Do You Trust Your Model? Emerging Malware Threats in the Deep Learning Ecosystem Mar 6, 2024 Federated Learning
— Unverified Decoupled Vertical Federated Learning for Practical Training on Vertically Partitioned Data Mar 6, 2024 Federated Learning Vertical Federated Learning
— Unverified Enhancing Security in Federated Learning through Adaptive Consensus-Based Model Update Validation Mar 5, 2024 Anomaly Detection Computational Efficiency
— Unverified Leveraging Federated Learning for Automatic Detection of Clopidogrel Treatment Failures Mar 5, 2024 Federated Learning Privacy Preserving
— Unverified 