| FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation | Apr 19, 2025 | Privacy Preserving | CodeCode Available | 1 |
| ID-Booth: Identity-consistent Face Generation with Diffusion Models | Apr 10, 2025 | DenoisingDiversity | CodeCode Available | 1 |
| Multi-Head Adaptive Graph Convolution Network for Sparse Point Cloud-Based Human Activity Recognition | Apr 3, 2025 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| 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 |
| Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks | Mar 13, 2025 | Federated LearningPrivacy Preserving | 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 |
| Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds | Mar 10, 2025 | Edge-computingGait Recognition | CodeCode Available | 1 |
| Federated nnU-Net for Privacy-Preserving Medical Image Segmentation | Mar 4, 2025 | Federated LearningImage Segmentation | CodeCode Available | 1 |
| CipherPrune: Efficient and Scalable Private Transformer Inference | Feb 24, 2025 | Privacy Preserving | CodeCode Available | 1 |
| Mitigating Unintended Memorization with LoRA in Federated Learning for LLMs | Feb 7, 2025 | Federated LearningMedical Question Answering | CodeCode Available | 1 |
| Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction | Feb 6, 2025 | Federated LearningMRI Reconstruction | CodeCode Available | 1 |
| PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning | Feb 1, 2025 | DenoisingFederated Learning | CodeCode Available | 1 |
| BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities | Jan 24, 2025 | Brain DecodingImage Reconstruction | CodeCode Available | 1 |
| UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration | Jan 20, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning | Jan 20, 2025 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Exploring Pose-Based Anomaly Detection for Retail Security: A Real-World Shoplifting Dataset and Benchmark | Jan 11, 2025 | Anomaly DetectionPose-based Anomaly Detection | CodeCode Available | 1 |
| A New Federated Learning Framework Against Gradient Inversion Attacks | Dec 10, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Verifiable Neural Network Inference Service | Nov 12, 2024 | Privacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Graph-Based Machine Learning with Fully Homomorphic Encryption for Collaborative Anti-Money Laundering | Nov 5, 2024 | Computational EfficiencyGraph Neural Network | CodeCode Available | 1 |
| Encryption-Friendly LLM Architecture | Oct 3, 2024 | Privacy Preserving | CodeCode Available | 1 |
| Federated Learning with Label-Masking Distillation | Sep 20, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| 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 |
| Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation | Sep 2, 2024 | Brain Tumor SegmentationFederated Learning | 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 |
| DCT-CryptoNets: Scaling Private Inference in the Frequency Domain | Aug 27, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| PHEVA: A Privacy-preserving Human-centric Video Anomaly Detection Dataset | Aug 26, 2024 | Anomaly DetectionContinual Learning | CodeCode Available | 1 |
| Tackling Data Heterogeneity in Federated Learning via Loss Decomposition | Aug 22, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| PateGail: A Privacy-Preserving Mobility Trajectory Generator with Imitation Learning | Jul 23, 2024 | Decision MakingImitation Learning | CodeCode Available | 1 |
| Attack-Aware Noise Calibration for Differential Privacy | Jul 2, 2024 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| LenslessFace: An End-to-End Optimized Lensless System for Privacy-Preserving Face Verification | Jun 6, 2024 | Face DetectionFace Verification | CodeCode Available | 1 |
| EchoNet-Synthetic: Privacy-preserving Video Generation for Safe Medical Data Sharing | Jun 2, 2024 | De-identificationPrivacy Preserving | CodeCode Available | 1 |
| Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity | May 26, 2024 | DiversityFairness | CodeCode Available | 1 |
| Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey | May 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Recurrent Early Exits for Federated Learning with Heterogeneous Clients | May 23, 2024 | Federated LearningKnowledge Distillation | CodeCode Available | 1 |
| Federated Adaptation for Foundation Model-based Recommendations | May 8, 2024 | Federated Learningmodel | CodeCode Available | 1 |
| MedAdapter: Efficient Test-Time Adaptation of Large Language Models towards Medical Reasoning | May 5, 2024 | Privacy PreservingTest-time Adaptation | CodeCode Available | 1 |
| SynthEval: A Framework for Detailed Utility and Privacy Evaluation of Tabular Synthetic Data | Apr 24, 2024 | BenchmarkingFairness | CodeCode Available | 1 |
| Towards Multi-modal Transformers in Federated Learning | Apr 18, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline | Apr 1, 2024 | Anomaly DetectionPrivacy Preserving | CodeCode Available | 1 |
| A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures | Mar 31, 2024 | Privacy PreservingSurvey | CodeCode Available | 1 |
| HETAL: Efficient Privacy-preserving Transfer Learning with Homomorphic Encryption | Mar 21, 2024 | Privacy PreservingTransfer Learning | CodeCode Available | 1 |
| Pencil: Private and Extensible Collaborative Learning without the Non-Colluding Assumption | Mar 17, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| SoK: Can Trajectory Generation Combine Privacy and Utility? | Mar 12, 2024 | Privacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Diffusion Model Using Homomorphic Encryption | Mar 9, 2024 | DenoisingImage Generation | CodeCode Available | 1 |
| Federated Recommendation via Hybrid Retrieval Augmented Generation | Mar 7, 2024 | HallucinationPrivacy Preserving | CodeCode Available | 1 |
| FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling | Mar 5, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Privacy-Preserving Collaborative Split Learning Framework for Smart Grid Load Forecasting | Mar 3, 2024 | energy managementLoad Forecasting | CodeCode Available | 1 |
| Systematic Assessment of Tabular Data Synthesis Algorithms | Feb 9, 2024 | Privacy Preserving | CodeCode Available | 1 |
| FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning | Feb 8, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| EmojiPrompt: Generative Prompt Obfuscation for Privacy-Preserving Communication with Cloud-based LLMs | Feb 8, 2024 | Privacy PreservingSentiment Analysis | CodeCode Available | 1 |