| RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models | Jun 16, 2024 | Adversarial AttackBenchmarking | CodeCode Available | 2 |
| MIA-Tuner: Adapting Large Language Models as Pre-training Text Detector | Aug 16, 2024 | Inference AttackMembership 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 |
| Taking Over the Stock Market: Adversarial Perturbations Against Algorithmic Traders | Oct 19, 2020 | Adversarial AttackAlgorithmic Trading | CodeCode Available | 1 |
| Source Inference Attacks in Federated Learning | Sep 13, 2021 | Federated LearningInference Attack | CodeCode Available | 1 |
| Towards Unbounded Machine Unlearning | Feb 20, 2023 | 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 |
| Membership Inference Attacks against Diffusion Models | Feb 7, 2023 | Generative Adversarial NetworkInference Attack | CodeCode Available | 1 |
| Membership Inference Attacks and Defenses in Neural Network Pruning | Feb 7, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Practical Blind Membership Inference Attack via Differential Comparisons | Jan 5, 2021 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Reinforcement Unlearning | Dec 26, 2023 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective | Jun 19, 2021 | Federated LearningInference Attack | CodeCode Available | 1 |
| Systematic Evaluation of Privacy Risks of Machine Learning Models | Mar 24, 2020 | BIG-bench Machine LearningInference Attack | CodeCode Available | 1 |
| On the Difficulty of Membership Inference Attacks | May 27, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Gaussian Membership Inference Privacy | Jun 12, 2023 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Efficient passive membership inference attack in federated learning | Oct 31, 2021 | Federated LearningInference Attack | CodeCode Available | 1 |
| M^4I: Multi-modal Models Membership Inference | Sep 15, 2022 | Image CaptioningInference Attack | CodeCode Available | 1 |
| Membership Inference Attack on Graph Neural Networks | Jan 17, 2021 | Graph ClassificationInference Attack | CodeCode Available | 1 |
| Data Contamination Calibration for Black-box LLMs | May 20, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Membership Inference Attack Using Self Influence Functions | May 26, 2022 | Inference AttackMembership Inference Attack | 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 |
| OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification | Feb 15, 2022 | Federated LearningInference Attack | CodeCode Available | 1 |
| Does CLIP Know My Face? | Sep 15, 2022 | Inference Attack | CodeCode Available | 1 |
| Revisiting Membership Inference Under Realistic Assumptions | May 21, 2020 | Inference Attack | CodeCode Available | 1 |
| Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning | Jul 25, 2022 | Data AugmentationInference 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 |
| Adversarial Privacy Preserving Graph Embedding against Inference Attack | Aug 30, 2020 | Graph EmbeddingInference Attack | CodeCode Available | 1 |
| Synthesis of Realistic ECG using Generative Adversarial Networks | Sep 19, 2019 | De-identificationInference Attack | CodeCode Available | 1 |
| Active Membership Inference Attack under Local Differential Privacy in Federated Learning | Feb 24, 2023 | Federated LearningInference 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 |
| Are Attribute Inference Attacks Just Imputation? | Sep 2, 2022 | AttributeImputation | 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 |
| Exploiting Defenses against GAN-Based Feature Inference Attacks in Federated Learning | Apr 27, 2020 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| Feature Inference Attack on Model Predictions in Vertical Federated Learning | Oct 20, 2020 | Federated LearningInference Attack | CodeCode Available | 1 |
| Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings | Dec 26, 2021 | AttributeEmotion Recognition | CodeCode Available | 1 |
| A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning | Aug 18, 2022 | 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 |
| Machine Learning with Membership Privacy using Adversarial Regularization | Jul 16, 2018 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| Membership Leakage in Label-Only Exposures | Jul 30, 2020 | Face RecognitionInference Attack | CodeCode Available | 1 |
| Membership Inference Attacks Against Vision-Language Models | Jan 27, 2025 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Membership Inference Attacks From First Principles | Dec 7, 2021 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Membership Inference Attacks on Machine Learning: A Survey | Mar 14, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| An Efficient Membership Inference Attack for the Diffusion Model by Proximal Initialization | May 26, 2023 | Audio GenerationInference Attack | CodeCode Available | 1 |
| Membership Inference Attacks against Large Vision-Language Models | Nov 5, 2024 | Inference AttackMembership Inference Attack | 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 |
| 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 |
| Rectifying Privacy and Efficacy Measurements in Machine Unlearning: A New Inference Attack Perspective | Jun 16, 2025 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Deep Regression Unlearning | Oct 15, 2022 | Inference AttackMachine Unlearning | 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 |
| When Machine Unlearning Jeopardizes Privacy | May 5, 2020 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
