| MIA-Tuner: Adapting Large Language Models as Pre-training Text Detector | Aug 16, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 2 |
| RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models | Jun 16, 2024 | Adversarial AttackBenchmarking | CodeCode Available | 2 |
| Do Membership Inference Attacks Work on Large Language Models? | Feb 12, 2024 | Membership Inference Attack | CodeCode Available | 2 |
| Practical Membership Inference Attacks against Fine-tuned Large Language Models via Self-prompt Calibration | Nov 10, 2023 | Inference AttackMembership Inference Attack | CodeCode Available | 2 |
| Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation | Feb 1, 2025 | Membership Inference AttackRAG | CodeCode Available | 1 |
| Membership Inference Attacks Against Vision-Language Models | Jan 27, 2025 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning | Jan 20, 2025 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Membership Inference Attacks against Large Vision-Language Models | Nov 5, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Data Contamination Calibration for Black-box LLMs | May 20, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Shake to Leak: Fine-tuning Diffusion Models Can Amplify the Generative Privacy Risk | Mar 14, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| FedMIA: An Effective Membership Inference Attack Exploiting "All for One" Principle in Federated Learning | Feb 9, 2024 | AllFederated Learning | CodeCode Available | 1 |
| No Privacy Left Outside: On the (In-)Security of TEE-Shielded DNN Partition for On-Device ML | Oct 11, 2023 | GPUInference Attack | CodeCode Available | 1 |
| Gaussian Membership Inference Privacy | Jun 12, 2023 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| An Efficient Membership Inference Attack for the Diffusion Model by Proximal Initialization | May 26, 2023 | Audio GenerationInference Attack | CodeCode Available | 1 |
| 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 |
| Membership Inference Attacks against Diffusion Models | Feb 7, 2023 | Generative Adversarial NetworkInference Attack | CodeCode Available | 1 |
| Deep Regression Unlearning | Oct 15, 2022 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| M^4I: Multi-modal Models Membership Inference | Sep 15, 2022 | Image CaptioningInference Attack | CodeCode Available | 1 |
| Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning | Jul 25, 2022 | Data AugmentationInference Attack | CodeCode Available | 1 |
| 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 |
| Membership Inference Attacks and Defenses in Neural Network Pruning | Feb 7, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Membership Inference Attacks From First Principles | Dec 7, 2021 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| 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 Attacks on Machine Learning: A Survey | Mar 14, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models | Feb 4, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| 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 |
| When Machine Unlearning Jeopardizes Privacy | May 5, 2020 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| 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 |
| 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 |
| Orthogonal Soft Pruning for Efficient Class Unlearning | Jun 24, 2025 | Inference AttackMachine Unlearning | —Unverified | 0 |
| Apollo: A Posteriori Label-Only Membership Inference Attack Towards Machine Unlearning | Jun 11, 2025 | Inference AttackMachine Unlearning | CodeCode Available | 0 |
| When Better Features Mean Greater Risks: The Performance-Privacy Trade-Off in Contrastive Learning | Jun 6, 2025 | Contrastive LearningInference Attack | CodeCode Available | 0 |
| Membership Inference Attacks on Sequence Models | Jun 5, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph Attacks | May 26, 2025 | DiversityGraph Neural Network | —Unverified | 0 |
| Securing Genomic Data Against Inference Attacks in Federated Learning Environments | May 12, 2025 | Federated LearningInference Attack | —Unverified | 0 |
| AugMixCloak: A Defense against Membership Inference Attacks via Image Transformation | May 11, 2025 | Data AugmentationFederated Learning | —Unverified | 0 |
| Automatic Calibration for Membership Inference Attack on Large Language Models | May 6, 2025 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| A new membership inference attack that spots memorization in generative and predictive models: Loss-Based with Reference Model algorithm (LBRM) | May 6, 2025 | ImputationInference Attack | —Unverified | 0 |
| Graph-Level Label-Only Membership Inference Attack against Graph Neural Networks | Mar 24, 2025 | Graph ClassificationInference Attack | —Unverified | 0 |
| DP-GPL: Differentially Private Graph Prompt Learning | Mar 13, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Efficient Membership Inference Attacks by Bayesian Neural Network | Mar 10, 2025 | Bayesian InferenceInference Attack | —Unverified | 0 |
| Towards Label-Only Membership Inference Attack against Pre-trained Large Language Models | Feb 26, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Membership Inference Attacks for Face Images Against Fine-Tuned Latent Diffusion Models | Feb 17, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| A hierarchical approach for assessing the vulnerability of tree-based classification models to membership inference attack | Feb 13, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
