FeDa4Fair: Client-Level Federated Datasets for Fairness Evaluation Jun 26, 2025 Attribute Benchmarking
— Unverified FedDAA: Dynamic Client Clustering for Concept Drift Adaptation in Federated Learning Jun 26, 2025 Drift Detection Federated Learning
— Unverified Personalized Federated Learning via Dual-Prompt Optimization and Cross Fusion Jun 26, 2025 Federated Learning Personalized Federated Learning
— Unverified FedSC: Federated Learning with Semantic-Aware Collaboration Jun 26, 2025 Contrastive Learning Federated Learning
Code Code Available An Information-Theoretic Analysis for Federated Learning under Concept Drift Jun 26, 2025 Federated Learning
— Unverified Empowering Digital Agriculture: A Privacy-Preserving Framework for Data Sharing and Collaborative Research Jun 25, 2025 Data Integration Dimensionality Reduction
— Unverified OLALa: Online Learned Adaptive Lattice Codes for Heterogeneous Federated Learning Jun 25, 2025 Federated Learning Quantization
Code Code Available Efficient Federated Learning with Encrypted Data Sharing for Data-Heterogeneous Edge Devices Jun 25, 2025 Federated Learning
— Unverified FedBKD: Distilled Federated Learning to Embrace Gerneralization and Personalization on Non-IID Data Jun 25, 2025 Federated Learning Knowledge Distillation
Code Code Available Collaborative Batch Size Optimization for Federated Learning Jun 25, 2025 Federated Learning
— Unverified Tackling Data Heterogeneity in Federated Learning through Knowledge Distillation with Inequitable Aggregation Jun 25, 2025 Federated Learning Knowledge Distillation
Code Code Available Distilling A Universal Expert from Clustered Federated Learning Jun 25, 2025 Federated Learning
— Unverified WallStreetFeds: Client-Specific Tokens as Investment Vehicles in Federated Learning Jun 25, 2025 Contribution Assessment Federated Learning
— Unverified Hear No Evil: Detecting Gradient Leakage by Malicious Servers in Federated Learning Jun 25, 2025 Federated Learning
— Unverified Behavioral Anomaly Detection in Distributed Systems via Federated Contrastive Learning Jun 24, 2025 Anomaly Detection Contrastive Learning
— Unverified Progressive Size-Adaptive Federated Learning: A Comprehensive Framework for Heterogeneous Multi-Modal Data Systems Jun 24, 2025 Federated Learning Time Series
— Unverified Neural Collapse based Deep Supervised Federated Learning for Signal Detection in OFDM Systems Jun 24, 2025 Federated Learning
— Unverified Private Model Personalization Revisited Jun 24, 2025 Binary Classification Federated Learning
— Unverified Network Structures as an Attack Surface: Topology-Based Privacy Leakage in Federated Learning Jun 24, 2025 Federated Learning
— Unverified RepuNet: A Reputation System for Mitigating Malicious Clients in DFL Jun 24, 2025 Federated Learning Model Poisoning
— Unverified New Insights on Unfolding and Fine-tuning Quantum Federated Learning Jun 24, 2025 Diagnostic Federated Learning
— Unverified Federated Learning from Molecules to Processes: A Perspective Jun 23, 2025 Federated Learning
— Unverified GradualDiff-Fed: A Federated Learning Specialized Framework for Large Language Model Jun 23, 2025 Federated Learning Language Modeling
— Unverified Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models Jun 22, 2025 Edge-computing Federated Learning
— Unverified AdRo-FL: Informed and Secure Client Selection for Federated Learning in the Presence of Adversarial Aggregator Jun 21, 2025 Federated Learning Privacy Preserving
— Unverified Incentivizing High-quality Participation From Federated Learning Agents Jun 20, 2025 Federated Learning
— Unverified Client Selection Strategies for Federated Semantic Communications in Heterogeneous IoT Networks Jun 20, 2025 Computational Efficiency Fairness
— Unverified Leveraging Optimal Transport for Distributed Two-Sample Testing: An Integrated Transportation Distance-based Framework Jun 19, 2025 Federated Learning Two-sample testing
— Unverified Adaptive Social Metaverse Streaming based on Federated Multi-Agent Deep Reinforcement Learning Jun 19, 2025 Deep Reinforcement Learning Federated Learning
— Unverified FedWSIDD: Federated Whole Slide Image Classification via Dataset Distillation Jun 18, 2025 Classification Dataset Distillation
— Unverified Centroid Approximation for Byzantine-Tolerant Federated Learning Jun 18, 2025 Distributed Computing Federated Learning
— Unverified PNCS:Power-Norm Cosine Similarity for Diverse Client Selection in Federated Learning Jun 18, 2025 Federated Learning
— Unverified Accessible Gesture-Driven Augmented Reality Interaction System Jun 18, 2025 Federated Learning Gesture Recognition
— Unverified Federated Learning for MRI-based BrainAGE: a multicenter study on post-stroke functional outcome prediction Jun 18, 2025 Federated Learning
— Unverified A Comprehensive Survey on Underwater Acoustic Target Positioning and Tracking: Progress, Challenges, and Perspectives Jun 17, 2025 Federated Learning reinforcement-learning
— Unverified Event-Driven Online Vertical Federated Learning Jun 17, 2025 Federated Learning Vertical Federated Learning
— Unverified Knowledge Adaptation as Posterior Correction Jun 17, 2025 Federated Learning
— Unverified Convergence-Privacy-Fairness Trade-Off in Personalized Federated Learning Jun 17, 2025 Fairness Federated Learning
— Unverified Theoretically Unmasking Inference Attacks Against LDP-Protected Clients in Federated Vision Models Jun 16, 2025 Federated Learning
— Unverified Perfect Privacy for Discriminator-Based Byzantine-Resilient Federated Learning Jun 16, 2025 Federated Learning
— Unverified EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning Jun 16, 2025 Computational Efficiency Federated Learning
Code Code Available Leveraging MIMIC Datasets for Better Digital Health: A Review on Open Problems, Progress Highlights, and Future Promises Jun 15, 2025 Causal Inference Data Integration
— Unverified AFBS:Buffer Gradient Selection in Semi-asynchronous Federated Learning Jun 15, 2025 Federated Learning
— Unverified Free Privacy Protection for Wireless Federated Learning: Enjoy It or Suffer from It? Jun 15, 2025 Federated Learning
— Unverified Privacy-Preserving Federated Learning against Malicious Clients Based on Verifiable Functional Encryption Jun 15, 2025 Federated Learning Privacy Preserving
— Unverified SPIRE: Conditional Personalization for Federated Diffusion Generative Models Jun 14, 2025 Federated Learning
— Unverified Optimizing Federated Learning using Remote Embeddings for Graph Neural Networks Jun 14, 2025 Federated Learning
— Unverified Byzantine Outside, Curious Inside: Reconstructing Data Through Malicious Updates Jun 13, 2025 Federated Learning Reconstruction Attack
— Unverified Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation Jun 13, 2025 Federated Learning
Code Code Available Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping Jun 13, 2025 Anomaly Detection Anomaly Detection In Surveillance Videos
Code Code Available 