| Data Origin Inference in Machine Learning | Nov 24, 2022 | Inference AttackMemorization | CodeCode Available | 0 |
| On the Alignment of Group Fairness with Attribute Privacy | Nov 18, 2022 | AttributeFairness | —Unverified | 0 |
| Inferring Class Label Distribution of Training Data from Classifiers: An Accuracy-Augmented Meta-Classifier Attack | Nov 8, 2022 | Inference Attack | —Unverified | 0 |
| Local Model Reconstruction Attacks in Federated Learning and their Uses | Oct 28, 2022 | AttributeEarnings Classification | —Unverified | 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 |
| Does CLIP Know My Face? | Sep 15, 2022 | Inference Attack | CodeCode Available | 1 |
| Are Attribute Inference Attacks Just Imputation? | Sep 2, 2022 | AttributeImputation | CodeCode Available | 1 |
| Property inference attack; Graph neural networks; Privacy attacks and defense; Trustworthy machine learning | Sep 2, 2022 | Inference Attack | —Unverified | 0 |
| SNAP: Efficient Extraction of Private Properties with Poisoning | Aug 25, 2022 | Inference Attack | CodeCode Available | 0 |
| Inferring Sensitive Attributes from Model Explanations | Aug 21, 2022 | AttributeInference Attack | CodeCode Available | 0 |
| A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning | Aug 18, 2022 | Federated LearningInference 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 |
| Adversarial Machine Learning-Based Anticipation of Threats Against Vehicle-to-Microgrid Services | Aug 9, 2022 | Inference Attack | —Unverified | 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 |
| Technical Report: Assisting Backdoor Federated Learning with Whole Population Knowledge Alignment | Jul 25, 2022 | Backdoor AttackFederated Learning | —Unverified | 0 |
| Privacy Against Inference Attacks in Vertical Federated Learning | Jul 24, 2022 | Federated LearningInference Attack | —Unverified | 0 |
| Protecting Global Properties of Datasets with Distribution Privacy Mechanisms | Jul 18, 2022 | AttributeInference Attack | CodeCode Available | 0 |
| 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 |
| Comprehensive Privacy Analysis on Federated Recommender System against Attribute Inference Attacks | May 24, 2022 | AttributeInference Attack | —Unverified | 0 |
| Residue-based Label Protection Mechanisms in Vertical Logistic Regression | May 9, 2022 | Federated LearningInference Attack | —Unverified | 0 |
| I Can Read Your Mind: Control Mechanism Secrecy of Networked Dynamical Systems under Inference Attacks | May 7, 2022 | Inference Attack | —Unverified | 0 |
| 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 |
| Similarity-based Label Inference Attack against Training and Inference of Split Learning | Mar 10, 2022 | ClusteringInference Attack | —Unverified | 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 |
| User-Level Membership Inference Attack against Metric Embedding Learning | Mar 4, 2022 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| An Efficient Subpopulation-based Membership Inference Attack | Mar 4, 2022 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification | Feb 15, 2022 | Federated LearningInference Attack | CodeCode Available | 1 |
| PPA: Preference Profiling Attack Against Federated Learning | Feb 10, 2022 | Federated LearningInference 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 |
| Dikaios: Privacy Auditing of Algorithmic Fairness via Attribute Inference Attacks | Feb 4, 2022 | AttributeFairness | —Unverified | 0 |
| Parameters or Privacy: A Provable Tradeoff Between Overparameterization and Membership Inference | Feb 2, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| Are Your Sensitive Attributes Private? Novel Model Inversion Attribute Inference Attacks on Classification Models | Jan 23, 2022 | AttributeInference Attack | —Unverified | 0 |
| A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis | Jan 18, 2022 | Domain AdaptationInference Attack | —Unverified | 0 |
| Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings | Dec 26, 2021 | AttributeEmotion Recognition | CodeCode Available | 1 |
| DP-UTIL: Comprehensive Utility Analysis of Differential Privacy in Machine Learning | Dec 24, 2021 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 |
| Correlation inference attacks against machine learning models | Dec 16, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 0 |
| Batch Label Inference and Replacement Attacks in Black-Boxed Vertical Federated Learning | Dec 10, 2021 | Federated LearningInference Attack | —Unverified | 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 |