Reading List of recent published Membership Inference Attacks related papers (Updating).
Membership Inference Attack against Machine Learning Models. Paper | Code
Inpage Elevater
| Publication | 2021 | 2020 | 2019 | 2018 |
|---|---|---|---|---|
| WWW | WWW'21 | - | - | - |
| USENIX | USENIX'21 | USENIX'20 | - | USENIX'18 |
| NDSS | NDSS'21 | - | NDSS'19 | NDSS'18 |
| EuroSP | - | EuroSP'20 | - | - |
| CCS | - | CCS'20 | CCS'19 | CCS'18 |
| S&P | - | S&P'20 | S&P'19 | - |
| SPW | - | - | SPW'19 | - |
| ICLR | ICLR'21 | - | - | - |
| Arxiv | Arxiv'21 | Arxiv'20 | Arxiv'19 | Arxiv'18 |
|
Graph Embedding for Recommendation against Attribute Inference. Paper |
Stealing Links from Graph Neural Networks Paper
Updates-Leak: Data Set Inference and Reconstruction Attacks in Online Learning [Paper]
AttriGuard: A Practical Defense Against Attribute Inference Attacks via Adversarial Machine Learning. Paper | Code
Practical Blind Membership Inference Attack via Differential Comparisons Paper | Code
Ml-leaks: Model and data independent membership inference attacks and defenses on machine learning models. Paper | Code
Knock knock, who's there? Membership inference on aggregate location data. Paper
Membership Inference Against DNA Methylation Databases. Paper
Understanding Membership Inferences on Well-Generalized Learning Models. Paper
Gan-leaks: A taxonomy of membership inference attacks against gans. Paper | Code
MemGuard: Defending against Black-Box Membership Inference Attacks via Adversarial Examples. Paper | Code
Privacy Risks of Securing Machine Learning Models against Adversarial Examples. Paper | Code
Machine learning with membership privacy using adversarial regularization. Paper | Code
Property inference attacks on fully connected neural networks using permutation invariant representations. Paper | Code
Privacy Risks of Explaining Machine Learning Models. TODO
Ultimate Power of Inference Attacks: Privacy Risks of Learning High-Dimensional Graphical Models. Paper
Comprehensive privacy analysis of deep learning: Passive and active white-box inference attacks against centralized and federated learning. Paper |
Membership inference attacks against adversarially robust deep learning models. Paper
Membership Inference Attacks against Adversarially Robust Deep Learning Models. Paper
A Comparison of Methods for Neural Network Aggregation Paper
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image Segmentation. Paper
Demystifying the Membership Inference Attack. Paper
Towards Demystifying Membership Inference Attacks. Paper
Fidelity Leakages: Applying Membership Inference Attacks to Preference Data. Paper
Towards Realistic Membership Inferences: The Case of Survey Data. Paper
Exploiting Transparency Measures for Membership Inference: a Cautionary Tale. Workshop
Quantifying and Mitigating Privacy Risks of Contrastive Learning Paper
Node-Level Membership Inference Attacks Against Graph Neural Networks Paper
ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models Paper
Property Inference From Poisoning Paper
Membership Inference Attacks and Defenses in Classification Models. Paper
Data and Model Dependencies of Membership Inference Attack. Paper
Privacy for All: Demystify Vulnerability Disparity of Differential Privacy against Membership Inference Attack. Paper
DAMIA: Leveraging Domain Adaptation as a Defense against Membership Inference Attacks. Paper
Revisiting Membership Inference Under Realistic Assumptions. Paper
Membership Inference Attacks Against Object Detection Models. Paper | Code
Privacy in Deep Learning: A Survey. Survey
Defending Model Inversion and Membership Inference Attacks via Prediction Purification. Paper
Towards the Infeasibility of Membership Inference on Deep Models. Paper
Robust Membership Encoding: Inference Attacks and Copyright Protection for Deep Learning. Paper
Assessing differentially private deep learning with Membership Inference. Paper
White-box vs black-box: Bayes optimal strategies for membership inference. Paper
Stolen Memories: Leveraging Model Memorization for Calibrated White-Box Membership Inference. Paper
Monte carlo and reconstruction membership inference attacks against generative models. Paper
The audio auditor: Participant-level membership inference in voice-based iot. Paper
Reducing audio membership inference attack accuracy to chance: 4 defenses. Paper
Effects of Differential Privacy and Data Skewness on Membership Inference Vulnerability. Paper
Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System? Paper
Membership Inference Attacks Against Generative Models. Paper
Performing co-membership attacks against deep generative models. Paper
Demystifying membership inference attacks in machine learning as a service. Paper
LOGAN: Membership inference attacks against generative models. Paper
Understanding membership inferences on well-generalized learning models. Paper
Machine learning with membership privacy using adversarial regularization. Paper