| Prompt-enhanced Federated Content Representation Learning for Cross-domain Recommendation | Jan 26, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Towards Real-World Blind Face Restoration with Generative Diffusion Prior | Dec 25, 2023 | Blind Face RestorationPrivacy Preserving | CodeCode Available | 1 |
| TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance | Dec 21, 2023 | Explainable ModelsFault localization | CodeCode Available | 1 |
| FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise | Dec 20, 2023 | Federated LearningImage Segmentation | CodeCode Available | 1 |
| FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning | Dec 14, 2023 | Computational EfficiencyFederated Learning | CodeCode Available | 1 |
| Language-Guided Transformer for Federated Multi-Label Classification | Dec 12, 2023 | ClassificationFederated Learning | CodeCode Available | 1 |
| Federated Learning with Diffusion Models for Privacy-Sensitive Vision Tasks | Nov 28, 2023 | Federated LearningImage Generation | CodeCode Available | 1 |
| A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective | Nov 27, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer | Nov 27, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release | Nov 23, 2023 | Privacy Preserving | CodeCode Available | 1 |
| A2XP: Towards Private Domain Generalization | Nov 17, 2023 | Domain GeneralizationPrivacy Preserving | CodeCode Available | 1 |
| Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark | Nov 12, 2023 | FairnessFederated Learning | CodeCode Available | 1 |
| Data Valuation and Detections in Federated Learning | Nov 9, 2023 | Data ValuationFederated Learning | CodeCode Available | 1 |
| PrivLM-Bench: A Multi-level Privacy Evaluation Benchmark for Language Models | Nov 7, 2023 | Privacy Preserving | CodeCode Available | 1 |
| Continual atlas-based segmentation of prostate MRI | Nov 1, 2023 | Continual Learningimage-classification | CodeCode Available | 1 |
| Exploring Federated Unlearning: Review, Comparison, and Insights | Oct 30, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Can LLMs Keep a Secret? Testing Privacy Implications of Language Models via Contextual Integrity Theory | Oct 27, 2023 | Privacy Preserving | CodeCode Available | 1 |
| Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models | Oct 23, 2023 | De-identificationDenoising | CodeCode Available | 1 |
| Split-and-Denoise: Protect large language model inference with local differential privacy | Oct 13, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning | Sep 28, 2023 | Domain GeneralizationFederated Learning | CodeCode Available | 1 |
| Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation | Sep 21, 2023 | In-Context LearningPrivacy Preserving | CodeCode Available | 1 |
| CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches | Sep 20, 2023 | EthicsGraph Matching | CodeCode Available | 1 |
| Love or Hate? Share or Split? Privacy-Preserving Training Using Split Learning and Homomorphic Encryption | Sep 19, 2023 | Privacy Preserving | CodeCode Available | 1 |
| FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning | Sep 15, 2023 | Data AugmentationDisentanglement | CodeCode Available | 1 |
| A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and Applications | Aug 31, 2023 | Privacy Preserving | CodeCode Available | 1 |
| Split Without a Leak: Reducing Privacy Leakage in Split Learning | Aug 30, 2023 | Privacy PreservingPrivacy Preserving Deep Learning | CodeCode Available | 1 |
| A Survey for Federated Learning Evaluations: Goals and Measures | Aug 23, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Unlocking Accuracy and Fairness in Differentially Private Image Classification | Aug 21, 2023 | ClassificationFairness | CodeCode Available | 1 |
| FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection | Aug 20, 2023 | Domain GeneralizationFace Presentation Attack Detection | CodeCode Available | 1 |
| APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service | Aug 17, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-preserving Few-shot Traffic Detection against Advanced Persistent Threats via Federated Meta Learning | Aug 11, 2023 | Meta-LearningPrivacy Preserving | CodeCode Available | 1 |
| Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data | Aug 7, 2023 | Contrastive LearningFederated Learning | CodeCode Available | 1 |
| Randomized algorithms for precise measurement of differentially-private, personalized recommendations | Aug 7, 2023 | Privacy Preserving | CodeCode Available | 1 |
| On the Utility Gain of Iterative Bayesian Update for Locally Differentially Private Mechanisms | Jul 15, 2023 | Privacy Preserving | CodeCode Available | 1 |
| ECG-Image-Kit: A Synthetic Image Generation Toolbox to Facilitate Deep Learning-Based Electrocardiogram Digitization | Jul 4, 2023 | Data AugmentationDecision Making | CodeCode Available | 1 |
| FedDefender: Backdoor Attack Defense in Federated Learning | Jul 2, 2023 | Backdoor AttackData Poisoning | CodeCode Available | 1 |
| MMASD: A Multimodal Dataset for Autism Intervention Analysis | Jun 14, 2023 | Action Quality AssessmentOptical Flow Estimation | CodeCode Available | 1 |
| Non-uniform Speaker Disentanglement For Depression Detection From Raw Speech Signals | Jun 2, 2023 | Depression DetectionDisentanglement | CodeCode Available | 1 |
| GPFedRec: Graph-guided Personalization for Federated Recommendation | May 13, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| A Platform for the Biomedical Application of Large Language Models | May 10, 2023 | BenchmarkingPrivacy Preserving | CodeCode Available | 1 |
| FedNoRo: Towards Noise-Robust Federated Learning by Addressing Class Imbalance and Label Noise Heterogeneity | May 9, 2023 | Federated LearningKnowledge Distillation | CodeCode Available | 1 |
| Adversarially-Guided Portrait Matting | May 4, 2023 | Image MattingPrivacy Preserving | CodeCode Available | 1 |
| 3DoF Localization from a Single Image and an Object Map: the Flatlandia Problem and Dataset | Apr 13, 2023 | Privacy PreservingVisual Localization | CodeCode Available | 1 |
| Reinforcement Learning-Based Black-Box Model Inversion Attacks | Apr 10, 2023 | modelPrivacy Preserving | CodeCode Available | 1 |
| Selective Knowledge Sharing for Privacy-Preserving Federated Distillation without A Good Teacher | Apr 4, 2023 | Federated LearningKnowledge Distillation | CodeCode Available | 1 |
| The Archive Query Log: Mining Millions of Search Result Pages of Hundreds of Search Engines from 25 Years of Web Archives | Apr 2, 2023 | DiversityPrivacy Preserving | CodeCode Available | 1 |
| Multi-metrics adaptively identifies backdoors in Federated learning | Mar 12, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Active Membership Inference Attack under Local Differential Privacy in Federated Learning | Feb 24, 2023 | Federated LearningInference Attack | CodeCode Available | 1 |
| Metropolitan Segment Traffic Speeds from Massive Floating Car Data in 10 Cities | Feb 17, 2023 | Privacy Preserving | CodeCode Available | 1 |
| HE-MAN -- Homomorphically Encrypted MAchine learning with oNnx models | Feb 16, 2023 | Face RecognitionPrivacy Preserving | CodeCode Available | 1 |