| Property Inference Attacks Against GANs | Nov 15, 2021 | AttributeFairness | CodeCode Available | 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 |
| MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers | Sep 26, 2021 | AttributeFederated Learning | —Unverified | 0 |
| Source Inference Attacks in Federated Learning | Sep 13, 2021 | Federated LearningInference Attack | CodeCode Available | 1 |
| Formalizing and Estimating Distribution Inference Risks | Sep 13, 2021 | Inference Attack | CodeCode Available | 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 |
| Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective | Jun 19, 2021 | Federated LearningInference Attack | CodeCode Available | 1 |
| Privacy-Preserving Eye-tracking Using Deep Learning | Jun 17, 2021 | Activity RecognitionDeep Learning | —Unverified | 0 |
| Killing One Bird with Two Stones: Model Extraction and Attribute Inference Attacks against BERT-based APIs | May 23, 2021 | AttributeInference Attack | —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 |
| Membership Inference Attacks on Knowledge Graphs | Apr 16, 2021 | Graph EmbeddingInference Attack | —Unverified | 0 |
| See through Gradients: Image Batch Recovery via GradInversion | Apr 15, 2021 | Federated LearningInference Attack | —Unverified | 0 |
| Membership Inference Attacks on Machine Learning: A Survey | Mar 14, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| On the (In)Feasibility of Attribute Inference Attacks on Machine Learning Models | Mar 12, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Quantifying identifiability to choose and audit ε in differentially private deep learning | Mar 4, 2021 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 |
| On the privacy-utility trade-off in differentially private hierarchical text classification | Mar 4, 2021 | General ClassificationInference Attack | CodeCode Available | 0 |
| PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting | Feb 19, 2021 | Collaborative Inferenceimage-classification | CodeCode Available | 0 |
| Enhancing Real-World Adversarial Patches through 3D Modeling of Complex Target Scenes | Feb 10, 2021 | Adversarial AttackInference Attack | CodeCode Available | 0 |
| ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models | Feb 4, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| An Analysis Of Protected Health Information Leakage In Deep-Learning Based De-Identification Algorithms | Jan 28, 2021 | De-identificationInference Attack | —Unverified | 0 |
| Membership Inference Attack on Graph Neural Networks | Jan 17, 2021 | Graph ClassificationInference Attack | CodeCode Available | 1 |
| Practical Blind Membership Inference Attack via Differential Comparisons | Jan 5, 2021 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| EXPLORING VULNERABILITIES OF BERT-BASED APIS | Jan 1, 2021 | AttributeInference Attack | —Unverified | 0 |
| Evaluation of Inference Attack Models for Deep Learning on Medical Data | Oct 31, 2020 | AttributeDeep Learning | —Unverified | 0 |
| Investigating Membership Inference Attacks under Data Dependencies | Oct 23, 2020 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 |
| Feature Inference Attack on Model Predictions in Vertical Federated Learning | Oct 20, 2020 | Federated LearningInference Attack | CodeCode Available | 1 |
| Taking Over the Stock Market: Adversarial Perturbations Against Algorithmic Traders | Oct 19, 2020 | Adversarial AttackAlgorithmic Trading | CodeCode Available | 1 |
| An Extension of Fano's Inequality for Characterizing Model Susceptibility to Membership Inference Attacks | Sep 17, 2020 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Revisiting the Threat Space for Vision-based Keystroke Inference Attacks | Sep 12, 2020 | Domain AdaptationInference Attack | CodeCode Available | 0 |
| Quantifying Membership Inference Vulnerability via Generalization Gap and Other Model Metrics | Sep 11, 2020 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Sampling Attacks: Amplification of Membership Inference Attacks by Repeated Queries | Sep 1, 2020 | BIG-bench Machine LearningInference Attack | —Unverified | 0 |
| Adversarial Privacy Preserving Graph Embedding against Inference Attack | Aug 30, 2020 | Graph EmbeddingInference Attack | CodeCode Available | 1 |
| Against Membership Inference Attack: Pruning is All You Need | Aug 28, 2020 | AllFraud Detection | —Unverified | 0 |
| Membership Leakage in Label-Only Exposures | Jul 30, 2020 | Face RecognitionInference Attack | CodeCode Available | 1 |
| ML Privacy Meter: Aiding Regulatory Compliance by Quantifying the Privacy Risks of Machine Learning | Jul 18, 2020 | BIG-bench Machine LearningInference Attack | —Unverified | 0 |
| Quality Inference in Federated Learning with Secure Aggregation | Jul 13, 2020 | Federated LearningInference Attack | —Unverified | 0 |
| Sharing Models or Coresets: A Study based on Membership Inference Attack | Jul 6, 2020 | Federated LearningInference Attack | —Unverified | 0 |
| Over-the-Air Membership Inference Attacks as Privacy Threats for Deep Learning-based Wireless Signal Classifiers | Jun 25, 2020 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| On the Effectiveness of Regularization Against Membership Inference Attacks | Jun 9, 2020 | image-classificationImage Classification | —Unverified | 0 |
| On the Difficulty of Membership Inference Attacks | May 27, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Revisiting Membership Inference Under Realistic Assumptions | May 21, 2020 | Inference Attack | CodeCode Available | 1 |
| DAMIA: Leveraging Domain Adaptation as a Defense against Membership Inference Attacks | May 16, 2020 | Domain AdaptationInference Attack | —Unverified | 0 |