Security & Privacy

A Study of Face Obfuscation in ImageNet ICML 2022 Asymptotically Optimal Locally Private Heavy Hitters via Parameterized Sketches AISTATS 2022 A Universal Identity Backdoor Attack against Speaker Verification based on Siamese Network Interspeech 2022 Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling EMNLP 2022 Backdoor Attacks on Self-Supervised Learning CVPR 2022 Bayesian Pseudo Posterior Mechanism under Asymptotic Differential Privacy JMLR 2022 Behind the Mask: Demographic bias in name detection for PII masking ACL 2022 Better Private Algorithms for Correlation Clustering COLT 2022 BppAttack: Stealthy and Efficient Trojan Attacks Against Deep Neural Networks via Image Quantization and Contrastive Adversarial Learning CVPR 2022 Bring Your Own Algorithm for Optimal Differentially Private Stochastic Minimax Optimization NeurIPS 2022 Canary Extraction in Natural Language Understanding Models ACL 2022 CAP-VMs: Capability-Based Isolation and Sharing in the Cloud OSDI 2022 Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks AAAI 2022 CLPA: Clean-Label Poisoning Availability Attacks Using Generative Adversarial Nets AAAI 2022 Composition Theorems for Interactive Differential Privacy NeurIPS 2022 ConfounderGAN: Protecting Image Data Privacy with Causal Confounder NeurIPS 2022 CryptoGCN: Fast and Scalable Homomorphically Encrypted Graph Convolutional Network Inference NeurIPS 2022 Dataset Inference for Self-Supervised Models NeurIPS 2022 Deduplicating Training Data Mitigates Privacy Risks in Language Models ICML 2022 DeepAuth: A DNN Authentication Framework by Model-Unique and Fragile Signature Embedding AAAI 2022 Design and Verification of the Arm Confidential Compute Architecture OSDI 2022 Differentially Private Approximate Quantiles ICML 2022 Differentially Private Community Detection for Stochastic Block Models ICML 2022 Differentially Private Coordinate Descent for Composite Empirical Risk Minimization ICML 2022 Differentially Private Densest Subgraph AISTATS 2022