| Defending Against Gradient Inversion Attacks for Biomedical Images via Learnable Data Perturbation | Mar 19, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Prada: Black-Box LLM Adaptation with Private Data on Resource-Constrained Devices | Mar 19, 2025 | Privacy Preserving | —Unverified | 0 |
| Zero-Knowledge Federated Learning: A New Trustworthy and Privacy-Preserving Distributed Learning Paradigm | Mar 18, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection | Mar 18, 2025 | Federated LearningGenerative Adversarial Network | CodeCode Available | 1 |
| MOSAIC: Generating Consistent, Privacy-Preserving Scenes from Multiple Depth Views in Multi-Room Environments | Mar 18, 2025 | DenoisingPrivacy Preserving | —Unverified | 0 |
| Federated Mixture-of-Expert for Non-Overlapped Cross-Domain Sequential Recommendation | Mar 17, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| ExChanGeAI: An End-to-End Platform and Efficient Foundation Model for Electrocardiogram Analysis and Fine-tuning | Mar 17, 2025 | Deep LearningPrivacy Preserving | —Unverified | 0 |
| GC-Fed: Gradient Centralized Federated Learning with Partial Client Participation | Mar 17, 2025 | Federated LearningImage Classification | CodeCode Available | 0 |
| Synthesizing Privacy-Preserving Text Data via Finetuning without Finetuning Billion-Scale LLMs | Mar 16, 2025 | ClusteringPrivacy Preserving | —Unverified | 0 |
| Towards Privacy-Preserving Data-Driven Education: The Potential of Federated Learning | Mar 16, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models | Mar 16, 2025 | Machine UnlearningPrivacy Preserving | —Unverified | 0 |
| Efficient and Privacy-Preserved Link Prediction via Condensed Graphs | Mar 15, 2025 | Link PredictionNode Classification | CodeCode Available | 0 |
| Effective and Efficient Cross-City Traffic Knowledge Transfer: A Privacy-Preserving Perspective | Mar 15, 2025 | Federated LearningImputation | —Unverified | 0 |
| PA-CFL: Privacy-Adaptive Clustered Federated Learning for Transformer-Based Sales Forecasting on Heterogeneous Retail Data | Mar 15, 2025 | Demand ForecastingFeature Importance | —Unverified | 0 |
| TFHE-Coder: Evaluating LLM-agentic Fully Homomorphic Encryption Code Generation | Mar 15, 2025 | Code GenerationPrivacy Preserving | —Unverified | 0 |
| A Survey on Federated Fine-tuning of Large Language Models | Mar 15, 2025 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 2 |
| Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning | Mar 15, 2025 | Cloud ComputingFederated Learning | —Unverified | 0 |
| PrivacyScalpel: Enhancing LLM Privacy via Interpretable Feature Intervention with Sparse Autoencoders | Mar 14, 2025 | MemorizationPrivacy Preserving | —Unverified | 0 |
| PluralLLM: Pluralistic Alignment in LLMs via Federated Learning | Mar 13, 2025 | FairnessFederated Learning | —Unverified | 0 |
| One-Shot Federated Unsupervised Domain Adaptation with Scaled Entropy Attention and Multi-Source Smoothed Pseudo Labeling | Mar 13, 2025 | Domain AdaptationFederated Learning | —Unverified | 0 |
| Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks | Mar 13, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Optimal Privacy-Preserving Distributed Median Consensus | Mar 13, 2025 | Privacy Preserving | —Unverified | 0 |
| Faithful and Privacy-Preserving Implementation of Average Consensus | Mar 12, 2025 | Privacy Preserving | —Unverified | 0 |
| PRISM: Privacy-Preserving Improved Stochastic Masking for Federated Generative Models | Mar 11, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Self-supervised Normality Learning and Divergence Vector-guided Model Merging for Zero-shot Congenital Heart Disease Detection in Fetal Ultrasound Videos | Mar 10, 2025 | Anomaly DetectionPrivacy Preserving | —Unverified | 0 |
| Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds | Mar 10, 2025 | Edge-computingGait Recognition | CodeCode Available | 1 |
| COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition | Mar 10, 2025 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| Split-n-Chain: Privacy-Preserving Multi-Node Split Learning with Blockchain-Based Auditability | Mar 10, 2025 | Deep LearningFederated Learning | —Unverified | 0 |
| SecureGS: Boosting the Security and Fidelity of 3D Gaussian Splatting Steganography | Mar 8, 2025 | 3DGSNeRF | —Unverified | 0 |
| FedEM: A Privacy-Preserving Framework for Concurrent Utility Preservation in Federated Learning | Mar 8, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Mitigating Memorization in LLMs using Activation Steering | Mar 8, 2025 | MemorizationPrivacy Preserving | —Unverified | 0 |
| A Survey on Tabular Data Generation: Utility, Alignment, Fidelity, Privacy, and Beyond | Mar 7, 2025 | NavigatePrivacy Preserving | —Unverified | 0 |
| Encrypted Vector Similarity Computations Using Partially Homomorphic Encryption: Applications and Performance Analysis | Mar 7, 2025 | Image RetrievalPrivacy Preserving | CodeCode Available | 2 |
| Uncertainty-Aware Explainable Federated Learning | Mar 7, 2025 | Decision MakingFederated Learning | —Unverified | 0 |
| Exploring FMCW Radars and Feature Maps for Activity Recognition: A Benchmark Study | Mar 7, 2025 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Algorithmic Data Minimization for Machine Learning over Internet-of-Things Data Streams | Mar 7, 2025 | Privacy Preserving | —Unverified | 0 |
| Federated Dynamic Modeling and Learning for Spatiotemporal Data Forecasting | Mar 6, 2025 | Demand ForecastingFederated Learning | —Unverified | 0 |
| KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease | Mar 6, 2025 | ChunkingLanguage Modeling | CodeCode Available | 0 |
| Privacy Preserving and Robust Aggregation for Cross-Silo Federated Learning in Non-IID Settings | Mar 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Incentivizing Multi-Tenant Split Federated Learning for Foundation Models at the Network Edge | Mar 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Generalization in Federated Learning: A Conditional Mutual Information Framework | Mar 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedPalm: A General Federated Learning Framework for Closed- and Open-Set Palmprint Verification | Mar 5, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Token-Level Privacy in Large Language Models | Mar 5, 2025 | Privacy PreservingSemantic Similarity | —Unverified | 0 |
| Privacy is All You Need: Revolutionizing Wearable Health Data with Advanced PETs | Mar 5, 2025 | AllFederated Learning | —Unverified | 0 |
| Knowledge Augmentation in Federation: Rethinking What Collaborative Learning Can Bring Back to Decentralized Data | Mar 5, 2025 | FairnessFederated Learning | —Unverified | 0 |
| Federated nnU-Net for Privacy-Preserving Medical Image Segmentation | Mar 4, 2025 | Federated LearningImage Segmentation | CodeCode Available | 1 |
| Privacy-Preserving Fair Synthetic Tabular Data | Mar 4, 2025 | FairnessMemorization | —Unverified | 0 |
| Federated Learning for Privacy-Preserving Feedforward Control in Multi-Agent Systems | Mar 4, 2025 | Autonomous DrivingFederated Learning | CodeCode Available | 0 |
| A Lightweight and Secure Deep Learning Model for Privacy-Preserving Federated Learning in Intelligent Enterprises | Mar 3, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| SHADE-AD: An LLM-Based Framework for Synthesizing Activity Data of Alzheimer's Patients | Mar 3, 2025 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |