| Defending Model Inversion and Membership Inference Attacks via Prediction Purification | May 8, 2020 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| When Machine Unlearning Jeopardizes Privacy | May 5, 2020 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Exploiting Defenses against GAN-Based Feature Inference Attacks in Federated Learning | Apr 27, 2020 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| Systematic Evaluation of Privacy Risks of Machine Learning Models | Mar 24, 2020 | BIG-bench Machine LearningInference Attack | CodeCode Available | 1 |
| Data and Model Dependencies of Membership Inference Attack | Feb 17, 2020 | FairnessInference Attack | CodeCode Available | 0 |
| Differentially Private k-Means Clustering with Guaranteed Convergence | Feb 3, 2020 | ClusteringInference Attack | —Unverified | 0 |
| Membership Inference Attacks Against Object Detection Models | Jan 12, 2020 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| Assessing differentially private deep learning with Membership Inference | Dec 24, 2019 | Deep LearningInference Attack | CodeCode Available | 0 |
| An Empirical Study on the Intrinsic Privacy of SGD | Dec 5, 2019 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| Effects of Differential Privacy and Data Skewness on Membership Inference Vulnerability | Nov 21, 2019 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Reducing audio membership inference attack accuracy to chance: 4 defenses | Oct 31, 2019 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Quantifying (Hyper) Parameter Leakage in Machine Learning | Oct 31, 2019 | BIG-bench Machine LearningInference Attack | —Unverified | 0 |
| RIGA: Covert and Robust White-Box Watermarking of Deep Neural Networks | Oct 31, 2019 | Inference Attack | CodeCode Available | 0 |
| Eavesdrop the Composition Proportion of Training Labels in Federated Learning | Oct 14, 2019 | Federated LearningInference Attack | —Unverified | 0 |
| Adversarial Privacy Preservation under Attribute Inference Attack | Sep 25, 2019 | AttributeInference Attack | —Unverified | 0 |
| MemGuard: Defending against Black-Box Membership Inference Attacks via Adversarial Examples | Sep 23, 2019 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Synthesis of Realistic ECG using Generative Adversarial Networks | Sep 19, 2019 | De-identificationInference Attack | CodeCode Available | 1 |
| Defending against Machine Learning based Inference Attacks via Adversarial Examples: Opportunities and Challenges | Sep 17, 2019 | BIG-bench Machine LearningInference Attack | —Unverified | 0 |
| GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models | Sep 9, 2019 | Dataset GenerationInference Attack | CodeCode Available | 0 |
| Trade-offs and Guarantees of Adversarial Representation Learning for Information Obfuscation | Jun 19, 2019 | AttributeInference Attack | —Unverified | 0 |
| Membership Privacy for Machine Learning Models Through Knowledge Transfer | Jun 15, 2019 | BIG-bench Machine LearningGeneral Classification | —Unverified | 0 |
| Reconstruction and Membership Inference Attacks against Generative Models | Jun 7, 2019 | Density EstimationInference Attack | CodeCode Available | 0 |
| Disparate Vulnerability to Membership Inference Attacks | Jun 2, 2019 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Quantifying the Privacy Risks of Learning High-Dimensional Graphical Models | May 29, 2019 | Inference AttackVocal Bursts Intensity Prediction | —Unverified | 0 |
| Privacy Risks of Securing Machine Learning Models against Adversarial Examples | May 24, 2019 | Adversarial DefenseBIG-bench Machine Learning | CodeCode Available | 0 |
| Generative Adversarial Networks for Black-Box API Attacks with Limited Training Data | Jan 25, 2019 | BIG-bench Machine LearningGenerative Adversarial Network | —Unverified | 0 |
| Differentially Private Data Generative Models | Dec 6, 2018 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Active Deep Learning Attacks under Strict Rate Limitations for Online API Calls | Nov 5, 2018 | Active LearningBIG-bench Machine Learning | —Unverified | 0 |
| TrISec: Training Data-Unaware Imperceptible Security Attacks on Deep Neural Networks | Nov 2, 2018 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Machine Learning with Membership Privacy using Adversarial Regularization | Jul 16, 2018 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models | Jun 4, 2018 | BIG-bench Machine LearningInference Attack | CodeCode Available | 1 |
| Understanding Membership Inferences on Well-Generalized Learning Models | Feb 13, 2018 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 |
| Membership Inference Attacks against Machine Learning Models | Oct 18, 2016 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 0 |
