| 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 |
| DocMIA: Document-Level Membership Inference Attacks against DocVQA Models | Feb 6, 2025 | document understandingInference Attack | CodeCode Available | 0 |
| Privacy Attacks on Image AutoRegressive Models | Feb 4, 2025 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| Tool Unlearning for Tool-Augmented LLMs | Feb 3, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation | Feb 1, 2025 | Membership Inference AttackRAG | CodeCode Available | 1 |
| Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach | Jan 31, 2025 | Adversarial AttackConformal Prediction | —Unverified | 0 |
| Differentially Private Steering for Large Language Model Alignment | Jan 30, 2025 | HallucinationInference Attack | CodeCode Available | 0 |
| Membership Inference Attacks Against Vision-Language Models | Jan 27, 2025 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Unlearning Clients, Features and Samples in Vertical Federated Learning | Jan 23, 2025 | Federated LearningInference Attack | —Unverified | 0 |
| Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning | Jan 20, 2025 | Inference AttackMachine Unlearning | CodeCode Available | 1 |
| Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership Inference Attack | Jan 14, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| AdaMixup: A Dynamic Defense Framework for Membership Inference Attack Mitigation | Jan 4, 2025 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models | Dec 18, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Effectiveness of L2 Regularization in Privacy-Preserving Machine Learning | Dec 2, 2024 | Inference AttackL2 Regularization | —Unverified | 0 |
| Membership Inference Attack against Long-Context Large Language Models | Nov 18, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| On the Privacy Risk of In-context Learning | Nov 15, 2024 | In-Context LearningInference Attack | —Unverified | 0 |
| TDDBench: A Benchmark for Training data detection | Nov 5, 2024 | BenchmarkingComputational Efficiency | —Unverified | 0 |
| Membership Inference Attacks against Large Vision-Language Models | Nov 5, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 1 |
| Differentially Private Integrated Decision Gradients (IDG-DP) for Radar-based Human Activity Recognition | Nov 4, 2024 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 0 |
| WaKA: Data Attribution using K-Nearest Neighbors and Membership Privacy Principles | Nov 2, 2024 | Computational EfficiencyData Valuation | —Unverified | 0 |
| Unveiling Synthetic Faces: How Synthetic Datasets Can Expose Real Identities | Oct 31, 2024 | Face RecognitionInference Attack | —Unverified | 0 |
| Identity-Focused Inference and Extraction Attacks on Diffusion Models | Oct 14, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Privacy Vulnerabilities in Marginals-based Synthetic Data | Oct 7, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Membership Privacy Evaluation in Deep Spiking Neural Networks | Sep 28, 2024 | Data AugmentationFace Recognition | —Unverified | 0 |
| Subject Data Auditing via Source Inference Attack in Cross-Silo Federated Learning | Sep 28, 2024 | Federated LearningInference Attack | —Unverified | 0 |
| Membership Inference Attacks Against In-Context Learning | Sep 2, 2024 | Computational EfficiencyIn-Context Learning | —Unverified | 0 |
| MIA-Tuner: Adapting Large Language Models as Pre-training Text Detector | Aug 16, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 2 |
| Membership Inference Attack Against Masked Image Modeling | Aug 13, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Pathway to Secure and Trustworthy ZSM for LLMs: Attacks, Defense, and Opportunities | Aug 1, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Accuracy-Privacy Trade-off in the Mitigation of Membership Inference Attack in Federated Learning | Jul 26, 2024 | Federated LearningInference Attack | —Unverified | 0 |
| SeqMIA: Sequential-Metric Based Membership Inference Attack | Jul 21, 2024 | Inference AttackKnowledge Distillation | CodeCode Available | 0 |
| Unveiling Structural Memorization: Structural Membership Inference Attack for Text-to-Image Diffusion Models | Jul 18, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Exposing Privacy Gaps: Membership Inference Attack on Preference Data for LLM Alignment | Jul 8, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |
| Curvature Clues: Decoding Deep Learning Privacy with Input Loss Curvature | Jul 3, 2024 | Deep LearningInference Attack | —Unverified | 0 |
| A Method to Facilitate Membership Inference Attacks in Deep Learning Models | Jul 2, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 0 |
| A Zero Auxiliary Knowledge Membership Inference Attack on Aggregate Location Data | Jun 26, 2024 | Inference AttackMembership Inference Attack | —Unverified | 0 |