| Safety and Performance, Why Not Both? Bi-Objective Optimized Model Compression against Heterogeneous Attacks Toward AI Software Deployment | Jan 2, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Correlation inference attacks against machine learning models | Dec 16, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| See through Gradients: Image Batch Recovery via GradInversion | Apr 15, 2021 | Federated LearningInference Attack | CodeCode Available | 0 | 5 |
| Apollo: A Posteriori Label-Only Membership Inference Attack Towards Machine Unlearning | Jun 11, 2025 | Inference AttackMachine Unlearning | CodeCode Available | 0 | 5 |
| RIGA: Covert and Robust White-Box Watermarking of Deep Neural Networks | Oct 31, 2019 | Inference Attack | CodeCode Available | 0 | 5 |
| Data and Model Dependencies of Membership Inference Attack | Feb 17, 2020 | FairnessInference Attack | CodeCode Available | 0 | 5 |
| Reconstruction and Membership Inference Attacks against Generative Models | Jun 7, 2019 | Density EstimationInference Attack | CodeCode Available | 0 | 5 |
| Data Origin Inference in Machine Learning | Nov 24, 2022 | Inference AttackMemorization | CodeCode Available | 0 | 5 |
| Contrastive Learning and Adversarial Disentanglement for Task-Oriented Semantic Communications | Oct 30, 2024 | AttributeContrastive Learning | CodeCode Available | 0 | 5 |
| Protecting Global Properties of Datasets with Distribution Privacy Mechanisms | Jul 18, 2022 | AttributeInference Attack | CodeCode Available | 0 | 5 |
| A Probabilistic Fluctuation based Membership Inference Attack for Diffusion Models | Aug 23, 2023 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Safety and Performance, Why not Both? Bi-Objective Optimized Model Compression toward AI Software Deployment | Aug 11, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Quantifying identifiability to choose and audit ε in differentially private deep learning | Mar 4, 2021 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 | 5 |
| Accuracy-Privacy Trade-off in Deep Ensemble: A Membership Inference Perspective | May 12, 2021 | Ensemble LearningInference Attack | CodeCode Available | 0 | 5 |
| Privacy Attacks on Image AutoRegressive Models | Feb 4, 2025 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Privacy Risks of Securing Machine Learning Models against Adversarial Examples | May 24, 2019 | Adversarial DefenseBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| An Empirical Study on the Membership Inference Attack against Tabular Data Synthesis Models | Aug 17, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Are Normalizing Flows the Key to Unlocking the Exponential Mechanism? | Nov 15, 2023 | Bayesian InferenceInference Attack | CodeCode Available | 0 | 5 |
| PRICURE: Privacy-Preserving Collaborative Inference in a Multi-Party Setting | Feb 19, 2021 | Collaborative Inferenceimage-classification | CodeCode Available | 0 | 5 |
| Property Inference Attacks Against GANs | Nov 15, 2021 | AttributeFairness | CodeCode Available | 0 | 5 |
| Revisiting the Threat Space for Vision-based Keystroke Inference Attacks | Sep 12, 2020 | Domain AdaptationInference Attack | CodeCode Available | 0 | 5 |
| SeqMIA: Sequential-Metric Based Membership Inference Attack | Jul 21, 2024 | Inference AttackKnowledge Distillation | CodeCode Available | 0 | 5 |
| Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach | Nov 6, 2024 | DiversityInference Attack | CodeCode Available | 0 | 5 |
| Privacy and Accuracy Implications of Model Complexity and Integration in Heterogeneous Federated Learning | Nov 29, 2023 | Federated LearningInference Attack | CodeCode Available | 0 | 5 |
| An Empirical Study on the Intrinsic Privacy of SGD | Dec 5, 2019 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| ML Privacy Meter: Aiding Regulatory Compliance by Quantifying the Privacy Risks of Machine Learning | Jul 18, 2020 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 | 5 |
| The Mosaic Memory of Large Language Models | May 24, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| On the privacy-utility trade-off in differentially private hierarchical text classification | Mar 4, 2021 | General ClassificationInference Attack | CodeCode Available | 0 | 5 |
| Membership Inference Attacks on Lottery Ticket Networks | Aug 7, 2021 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| MIA-BAD: An Approach for Enhancing Membership Inference Attack and its Mitigation with Federated Learning | Nov 28, 2023 | Federated LearningInference Attack | CodeCode Available | 0 | 5 |
| Membership Inference Attacks Against Object Detection Models | Jan 12, 2020 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| DUCK: Distance-based Unlearning via Centroid Kinematics | Dec 4, 2023 | Inference AttackMachine Unlearning | CodeCode Available | 0 | 5 |
| DP-UTIL: Comprehensive Utility Analysis of Differential Privacy in Machine Learning | Dec 24, 2021 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 | 5 |
| Membership Inference Attacks on DNNs using Adversarial Perturbations | Jul 11, 2023 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| A Method to Facilitate Membership Inference Attacks in Deep Learning Models | Jul 2, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Membership Inference Attacks against Machine Learning Models | Oct 18, 2016 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 0 | 5 |
| Parameters or Privacy: A Provable Tradeoff Between Overparameterization and Membership Inference | Feb 2, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Do Parameters Reveal More than Loss for Membership Inference? | Jun 17, 2024 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Enhancing Real-World Adversarial Patches through 3D Modeling of Complex Target Scenes | Feb 10, 2021 | Adversarial AttackInference Attack | CodeCode Available | 0 | 5 |
| Automatic Calibration for Membership Inference Attack on Large Language Models | May 6, 2025 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| DocMIA: Document-Level Membership Inference Attacks against DocVQA Models | Feb 6, 2025 | document understandingInference Attack | CodeCode Available | 0 | 5 |
| Dissecting Distribution Inference | Dec 15, 2022 | Inference Attack | CodeCode Available | 0 | 5 |
| Low-Cost High-Power Membership Inference Attacks | Dec 6, 2023 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Differentially Private Steering for Large Language Model Alignment | Jan 30, 2025 | HallucinationInference Attack | CodeCode Available | 0 | 5 |
| A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic Data | Jan 24, 2023 | AttributeInference Attack | CodeCode Available | 0 | 5 |
| LTU Attacker for Membership Inference | Feb 4, 2022 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| Investigating Membership Inference Attacks under Data Dependencies | Oct 23, 2020 | BIG-bench Machine LearningInference Attack | CodeCode Available | 0 | 5 |
| Inf2Guard: An Information-Theoretic Framework for Learning Privacy-Preserving Representations against Inference Attacks | Mar 4, 2024 | Inference AttackPrivacy Preserving | CodeCode Available | 0 | 5 |
| Inferring Sensitive Attributes from Model Explanations | Aug 21, 2022 | AttributeInference Attack | CodeCode Available | 0 | 5 |
| Differentially Private Integrated Decision Gradients (IDG-DP) for Radar-based Human Activity Recognition | Nov 4, 2024 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 0 | 5 |