Smoothing ADMM for Non-convex and Non-smooth Hierarchical Federated Learning Mar 11, 2025 Federated Learning
— Unverified Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection Mar 11, 2025 Federated Learning
Code Code Available PRISM: Privacy-Preserving Improved Stochastic Masking for Federated Generative Models Mar 11, 2025 Federated Learning Privacy Preserving
Code Code Available Sublinear Algorithms for Wasserstein and Total Variation Distances: Applications to Fairness and Privacy Auditing Mar 10, 2025 Fairness Federated Learning
— Unverified Right Reward Right Time for Federated Learning Mar 10, 2025 Federated Learning
— Unverified FedRand: Enhancing Privacy in Federated Learning with Randomized LoRA Subparameter Updates Mar 10, 2025 Federated Learning
— Unverified You Are Your Own Best Teacher: Achieving Centralized-level Performance in Federated Learning under Heterogeneous and Long-tailed Data Mar 10, 2025 Federated Learning Representation Learning
— Unverified Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up Mar 10, 2025 Federated Learning
Code Code Available CAPT: Class-Aware Prompt Tuning for Federated Long-Tailed Learning with Vision-Language Model Mar 10, 2025 Federated Learning Language Modeling
— Unverified Capture Global Feature Statistics for One-Shot Federated Learning Mar 10, 2025 Federated Learning
Code Code Available Federated Multimodal Learning with Dual Adapters and Selective Pruning for Communication and Computational Efficiency Mar 10, 2025 Computational Efficiency Federated Learning
Code Code Available Split-n-Chain: Privacy-Preserving Multi-Node Split Learning with Blockchain-Based Auditability Mar 10, 2025 Deep Learning Federated Learning
— Unverified Federated Learning in NTNs: Design, Architecture and Challenges Mar 10, 2025 Federated Learning Management
— Unverified From Centralized to Decentralized Federated Learning: Theoretical Insights, Privacy Preservation, and Robustness Challenges Mar 10, 2025 Distributed Optimization Federated Learning
— Unverified Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning Mar 9, 2025 Federated Learning
Code Code Available HFedCKD: Toward Robust Heterogeneous Federated Learning via Data-free Knowledge Distillation and Two-way Contrast Mar 9, 2025 Data-free Knowledge Distillation Federated Learning
— Unverified BTFL: A Bayesian-based Test-Time Generalization Method for Internal and External Data Distributions in Federated learning Mar 9, 2025 Federated Learning Personalized Federated Learning
Code Code Available Privacy Protection in Prosumer Energy Management Based on Federated Learning Mar 9, 2025 energy management Federated Learning
— Unverified Experimental Demonstration of Over the Air Federated Learning for Cellular Networks Mar 9, 2025 Federated Learning
— Unverified Federated Learning for Diffusion Models Mar 9, 2025 Denoising Federated Learning
— Unverified Adaptive UAV-Assisted Hierarchical Federated Learning: Optimizing Energy, Latency, and Resilience for Dynamic Smart IoT Networks Mar 8, 2025 Disaster Response Federated Learning
— Unverified Data-Free Black-Box Federated Learning via Zeroth-Order Gradient Estimation Mar 8, 2025 Federated Learning image-classification
— Unverified FedEM: A Privacy-Preserving Framework for Concurrent Utility Preservation in Federated Learning Mar 8, 2025 Federated Learning Privacy Preserving
— Unverified Invariant Federated Learning for Edge Intelligence: Mitigating Heterogeneity and Asynchrony via Exit Strategy and Invariant Penalty Mar 8, 2025 Federated Learning Out-of-Distribution Generalization
— Unverified Secure On-Device Video OOD Detection Without Backpropagation Mar 8, 2025 Autonomous Driving Federated Learning
Code Code Available Biased Federated Learning under Wireless Heterogeneity Mar 8, 2025 Federated Learning
— Unverified Synergizing AI and Digital Twins for Next-Generation Network Optimization, Forecasting, and Security Mar 8, 2025 Federated Learning Reinforcement Learning (RL)
— Unverified NoT: Federated Unlearning via Weight Negation Mar 7, 2025 Computational Efficiency Federated Learning
— Unverified Personalized Federated Learning via Learning Dynamic Graphs Mar 7, 2025 Federated Learning Graph Attention
— Unverified FedMABench: Benchmarking Mobile Agents on Decentralized Heterogeneous User Data Mar 7, 2025 Benchmarking Federated Learning
Code Code Available Uncertainty-Aware Explainable Federated Learning Mar 7, 2025 Decision Making Federated Learning
— Unverified Federated Dynamic Modeling and Learning for Spatiotemporal Data Forecasting Mar 6, 2025 Demand Forecasting Federated Learning
— Unverified The Impact Analysis of Delays in Asynchronous Federated Learning with Data Heterogeneity for Edge Intelligence Mar 6, 2025 Federated Learning
— Unverified Brain Tumor Detection in MRI Based on Federated Learning with YOLOv11 Mar 6, 2025 Federated Learning
— Unverified One-Shot Clustering for Federated Learning Mar 6, 2025 Clustering Federated Learning
— Unverified Subgraph Federated Learning for Local Generalization Mar 6, 2025 Federated Learning
Code Code Available FLAME: A Federated Learning Approach for Multi-Modal RF Fingerprinting Mar 6, 2025 Federated Learning
— Unverified Generalization in Federated Learning: A Conditional Mutual Information Framework Mar 6, 2025 Federated Learning Privacy Preserving
— Unverified InFL-UX: A Toolkit for Web-Based Interactive Federated Learning Mar 6, 2025 Federated Learning
Code Code Available Incentivizing Multi-Tenant Split Federated Learning for Foundation Models at the Network Edge Mar 6, 2025 Federated Learning Privacy Preserving
— Unverified Controlled privacy leakage propagation throughout overlapping grouped learning Mar 6, 2025 Federated Learning
— Unverified Fundamental Limits of Hierarchical Secure Aggregation with Cyclic User Association Mar 6, 2025 Distributed Computing Federated Learning
— Unverified Privacy Preserving and Robust Aggregation for Cross-Silo Federated Learning in Non-IID Settings Mar 6, 2025 Federated Learning Privacy Preserving
— Unverified FedPalm: A General Federated Learning Framework for Closed- and Open-Set Palmprint Verification Mar 5, 2025 Federated Learning Privacy Preserving
Code Code Available Federated Learning for Predicting Mild Cognitive Impairment to Dementia Conversion Mar 5, 2025 Federated Learning
— Unverified WarmFed: Federated Learning with Warm-Start for Globalization and Personalization Via Personalized Diffusion Models Mar 5, 2025 Federated Learning Personalized Federated Learning
— Unverified Towards Trustworthy Federated Learning Mar 5, 2025 Fairness Federated Learning
— Unverified Convergence Analysis of Federated Learning Methods Using Backward Error Analysis Mar 5, 2025 Federated Learning
— Unverified Knowledge Augmentation in Federation: Rethinking What Collaborative Learning Can Bring Back to Decentralized Data Mar 5, 2025 Fairness Federated Learning
— Unverified Privacy is All You Need: Revolutionizing Wearable Health Data with Advanced PETs Mar 5, 2025 All Federated Learning
— Unverified 