| 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 |
