| Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare | Sep 14, 2024 | Data Free QuantizationImage Segmentation | —Unverified | 0 |
| Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML | Sep 14, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models | Sep 14, 2024 | parameter-efficient fine-tuningPrivacy Preserving | CodeCode Available | 2 |
| A Statistical Viewpoint on Differential Privacy: Hypothesis Testing, Representation and Blackwell's Theorem | Sep 14, 2024 | InformativenessPrivacy Preserving | —Unverified | 0 |
| SafeEar: Content Privacy-Preserving Audio Deepfake Detection | Sep 14, 2024 | Audio Deepfake DetectionDeepFake Detection | CodeCode Available | 2 |
| Enhancing Privacy in ControlNet and Stable Diffusion via Split Learning | Sep 13, 2024 | Federated LearningImage Generation | —Unverified | 0 |
| Utilizing Data Fingerprints for Privacy-Preserving Algorithm Selection in Time Series Classification: Performance and Uncertainty Estimation on Unseen Datasets | Sep 13, 2024 | Multi-target regressionNeural Architecture Search | CodeCode Available | 0 |
| Privacy-preserving federated prediction of pain intensity change based on multi-center survey data | Sep 12, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| PDC-FRS: Privacy-preserving Data Contribution for Federated Recommender System | Sep 12, 2024 | Privacy PreservingRecommendation Systems | —Unverified | 0 |
| Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption | Sep 12, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Riemannian Federated Learning via Averaging Gradient Stream | Sep 11, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Is merging worth it? Securely evaluating the information gain for causal dataset acquisition | Sep 11, 2024 | Heterogeneous Treatment Effect EstimationPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Federated Learning with Consistency via Knowledge Distillation Using Conditional Generator | Sep 11, 2024 | DiversityFederated Learning | —Unverified | 0 |
| FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations | Sep 9, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| Privacy-Preserving Data Linkage Across Private and Public Datasets for Collaborative Agriculture Research | Sep 9, 2024 | Privacy Preserving | —Unverified | 0 |
| TriplePlay: Enhancing Federated Learning with CLIP for Non-IID Data and Resource Efficiency | Sep 9, 2024 | FairnessFederated Learning | —Unverified | 0 |
| Privacy-Preserving Race/Ethnicity Estimation for Algorithmic Bias Measurement in the U.S | Sep 6, 2024 | FairnessPrivacy Preserving | —Unverified | 0 |
| Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models | Sep 6, 2024 | Privacy Preserving | —Unverified | 0 |
| FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation | Sep 5, 2024 | Contrastive LearningFederated Learning | CodeCode Available | 0 |
| Wind turbine condition monitoring based on intra- and inter-farm federated learning | Sep 5, 2024 | Fault DetectionFederated Learning | CodeCode Available | 0 |
| Learning Privacy-Preserving Student Networks via Discriminative-Generative Distillation | Sep 4, 2024 | Privacy PreservingTransfer Learning | —Unverified | 0 |
| S^2NeRF: Privacy-preserving Training Framework for NeRF | Sep 3, 2024 | NeRFNovel View Synthesis | CodeCode Available | 0 |
| FedMinds: Privacy-Preserving Personalized Brain Visual Decoding | Sep 3, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| QueryCheetah: Fast Automated Discovery of Attribute Inference Attacks Against Query-Based Systems | Sep 3, 2024 | AttributePrivacy Preserving | CodeCode Available | 0 |
| Towards Split Learning-based Privacy-Preserving Record Linkage | Sep 2, 2024 | Privacy Preserving | —Unverified | 0 |
| Enhancing Privacy in Federated Learning: Secure Aggregation for Real-World Healthcare Applications | Sep 2, 2024 | CPUFederated Learning | CodeCode Available | 2 |
| Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation | Sep 2, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 |
| Assessing the Impact of Image Dataset Features on Privacy-Preserving Machine Learning | Sep 2, 2024 | Privacy Preserving | CodeCode Available | 0 |
| Federated Aggregation of Mallows Rankings: A Comparative Analysis of Borda and Lehmer Coding | Sep 1, 2024 | Privacy PreservingQuantization | —Unverified | 0 |
| Demo: FedCampus: A Real-world Privacy-preserving Mobile Application for Smart Campus via Federated Learning & Analytics | Aug 31, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Exploring Selective Layer Fine-Tuning in Federated Learning | Aug 28, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| PDSR: A Privacy-Preserving Diversified Service Recommendation Method on Distributed Data | Aug 28, 2024 | Collaborative FilteringDiversity | —Unverified | 0 |
| DCT-CryptoNets: Scaling Private Inference in the Frequency Domain | Aug 27, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| MMASD+: A Novel Dataset for Privacy-Preserving Behavior Analysis of Children with Autism Spectrum Disorder | Aug 27, 2024 | Optical Flow EstimationPrivacy Preserving | CodeCode Available | 1 |
| Federated User Preference Modeling for Privacy-Preserving Cross-Domain Recommendation | Aug 26, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| PHEVA: A Privacy-preserving Human-centric Video Anomaly Detection Dataset | Aug 26, 2024 | Anomaly DetectionContinual Learning | CodeCode Available | 1 |
| Neighborhood and Global Perturbations Supported SAM in Federated Learning: From Local Tweaks To Global Awareness | Aug 26, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedIMPUTE: Privacy-Preserving Missing Value Imputation for Multi-Site Heterogeneous Electronic Health Records | Aug 22, 2024 | Federated LearningMissing Values | CodeCode Available | 0 |
| Tackling Data Heterogeneity in Federated Learning via Loss Decomposition | Aug 22, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Learning Approach to Mitigate Water Wastage | Aug 21, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| On the design of stabilizing FIR controllers | Aug 21, 2024 | Privacy Preserving | —Unverified | 0 |
| Fine-Tuning a Local LLaMA-3 Large Language Model for Automated Privacy-Preserving Physician Letter Generation in Radiation Oncology | Aug 20, 2024 | GPULanguage Modeling | —Unverified | 0 |
| Privacy-preserving Universal Adversarial Defense for Black-box Models | Aug 20, 2024 | Adversarial DefenseAutonomous Driving | —Unverified | 0 |
| Federated Frank-Wolfe Algorithm | Aug 19, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Feasibility of assessing cognitive impairment via distributed camera network and privacy-preserving edge computing | Aug 19, 2024 | Edge-computingPrivacy Preserving | —Unverified | 0 |
| ALTBI: Constructing Improved Outlier Detection Models via Optimization of Inlier-Memorization Effect | Aug 19, 2024 | MemorizationOutlier Detection | —Unverified | 0 |
| DRL-Based Resource Allocation for Motion Blur Resistant Federated Self-Supervised Learning in IoV | Aug 17, 2024 | CPUDeep Reinforcement Learning | CodeCode Available | 0 |
| Enhancing Object Detection with Hybrid dataset in Manufacturing Environments: Comparing Federated Learning to Conventional Techniques | Aug 16, 2024 | Federated LearningObject | —Unverified | 0 |
| Personalized Federated Collaborative Filtering: A Variational AutoEncoder Approach | Aug 16, 2024 | Collaborative FilteringDecoder | CodeCode Available | 0 |
| Privacy-Preserving Vision Transformer Using Images Encrypted with Restricted Random Permutation Matrices | Aug 16, 2024 | Privacy Preserving | —Unverified | 0 |