| Do Backdoors Assist Membership Inference Attacks? | Mar 22, 2023 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Membership Inference Attack for Beluga Whales Discrimination | Feb 28, 2023 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Active Membership Inference Attack under Local Differential Privacy in Federated Learning | Feb 24, 2023 | Federated LearningInference Attack | CodeCode Available | 1 |
| Towards Unbounded Machine Unlearning | Feb 20, 2023 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Targeted Attack on GPT-Neo for the SATML Language Model Data Extraction Challenge | Feb 13, 2023 | Inference AttackLanguage Modeling | —Unverified | 0 |
| Privacy-Preserving Representation Learning for Text-Attributed Networks with Simplicial Complexes | Feb 9, 2023 | Graph ReconstructionInference Attack | —Unverified | 0 |
| Membership Inference Attacks against Diffusion Models | Feb 7, 2023 | Generative Adversarial NetworkInference Attack | CodeCode Available | 1 |
| AUTOLYCUS: Exploiting Explainable AI (XAI) for Model Extraction Attacks against Interpretable Models | Feb 4, 2023 | Decision MakingExplainable artificial intelligence | —Unverified | 0 |
| Privacy Risk for anisotropic Langevin dynamics using relative entropy bounds | Feb 1, 2023 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Interaction-level Membership Inference Attack Against Federated Recommender Systems | Jan 26, 2023 | AttributeFederated Learning | —Unverified | 0 |
| Holistic risk assessment of inference attacks in machine learning | Dec 15, 2022 | AttributeInference Attack | —Unverified | 0 |
| Privacy-Preserving Collaborative Learning through Feature Extraction | Dec 13, 2022 | Fraud DetectionInference Attack | —Unverified | 0 |
| Purifier: Defending Data Inference Attacks via Transforming Confidence Scores | Dec 1, 2022 | AttributeInference Attack | —Unverified | 0 |
| Privacy in Practice: Private COVID-19 Detection in X-Ray Images (Extended Version) | Nov 21, 2022 | Knowledge DistillationMembership Inference Attack | CodeCode Available | 0 |
| A Novel Membership Inference Attack against Dynamic Neural Networks by Utilizing Policy Networks Information | Oct 17, 2022 | Computational EfficiencyDynamic neural networks | —Unverified | 0 |
| Deep Regression Unlearning | Oct 15, 2022 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Privacy Attacks Against Biometric Models with Fewer Samples: Incorporating the Output of Multiple Models | Sep 22, 2022 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| M^4I: Multi-modal Models Membership Inference | Sep 15, 2022 | Image CaptioningInference Attack | CodeCode Available | 1 |
| An Empirical Study on the Membership Inference Attack against Tabular Data Synthesis Models | Aug 17, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| Safety and Performance, Why not Both? Bi-Objective Optimized Model Compression toward AI Software Deployment | Aug 11, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| On the Evaluation of User Privacy in Deep Neural Networks using Timing Side Channel | Aug 1, 2022 | Benchmarkingimage-classification | —Unverified | 0 |
| Label-Only Membership Inference Attack against Node-Level Graph Neural Networks | Jul 27, 2022 | Graph ClassificationInference Attack | —Unverified | 0 |
| Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning | Jul 25, 2022 | Data AugmentationInference Attack | CodeCode Available | 1 |
| White-box Membership Attack Against Machine Learning Based Retinopathy Classification | May 30, 2022 | BIG-bench Machine LearningInference Attack | —Unverified | 0 |
| A Blessing of Dimensionality in Membership Inference through Regularization | May 27, 2022 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Membership Inference Attack Using Self Influence Functions | May 26, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Commonality in Natural Images Rescues GANs: Pretraining GANs with Generic and Privacy-free Synthetic Data | Apr 11, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Perfectly Accurate Membership Inference by a Dishonest Central Server in Federated Learning | Mar 30, 2022 | Federated LearningInference Attack | CodeCode Available | 0 |
| Membership Privacy Protection for Image Translation Models via Adversarial Knowledge Distillation | Mar 10, 2022 | Image-to-Image TranslationInference Attack | —Unverified | 0 |
| Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks | Mar 8, 2022 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| An Efficient Subpopulation-based Membership Inference Attack | Mar 4, 2022 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| User-Level Membership Inference Attack against Metric Embedding Learning | Mar 4, 2022 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Membership Inference Attacks and Defenses in Neural Network Pruning | Feb 7, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| LTU Attacker for Membership Inference | Feb 4, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| Parameters or Privacy: A Provable Tradeoff Between Overparameterization and Membership Inference | Feb 2, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis | Jan 18, 2022 | Domain AdaptationInference Attack | —Unverified | 0 |
| DP-UTIL: Comprehensive Utility Analysis of Differential Privacy in Machine Learning | Dec 24, 2021 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 |
| Membership Inference Attacks From First Principles | Dec 7, 2021 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Machine unlearning via GAN | Nov 22, 2021 | Inference AttackMachine Unlearning | —Unverified | 0 |
| Knowledge Cross-Distillation for Membership Privacy | Nov 2, 2021 | Inference AttackKnowledge Distillation | —Unverified | 0 |
| Efficient passive membership inference attack in federated learning | Oct 31, 2021 | Federated LearningInference Attack | CodeCode Available | 1 |
| Adapting Membership Inference Attacks to GNN for Graph Classification: Approaches and Implications | Oct 17, 2021 | Graph ClassificationInference Attack | CodeCode Available | 1 |
| Membership Inference Attack in Face of Data Transformations | Sep 29, 2021 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Membership Inference Attacks Against Temporally Correlated Data in Deep Reinforcement Learning | Sep 8, 2021 | Adversarial Attackcontinuous-control | —Unverified | 0 |
| Membership Inference Attacks on Lottery Ticket Networks | Aug 7, 2021 | image-classificationImage Classification | CodeCode Available | 0 |
| Membership Inference Attack and Defense for Wireless Signal Classifiers with Deep Learning | Jul 22, 2021 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Membership Inference on Word Embedding and Beyond | Jun 21, 2021 | Inference AttackLanguage Modelling | —Unverified | 0 |
| Accuracy-Privacy Trade-off in Deep Ensemble: A Membership Inference Perspective | May 12, 2021 | Ensemble LearningInference Attack | CodeCode Available | 0 |
| Bounding Information Leakage in Machine Learning | May 9, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Membership Inference Attack Susceptibility of Clinical Language Models | Apr 16, 2021 | Inference AttackMembership Inference Attack | —Unverified | 0 |