Security & Privacy

Large-Scale Differentially Private BERT EMNLP 2022 Learning to Generate Inversion-Resistant Model Explanations NeurIPS 2022 Leveraging Adversarial Examples To Quantify Membership Information Leakage CVPR 2022 Local Differential Privacy for Belief Functions AAAI 2022 Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision Processes ACML 2022 Locally Private k-Means Clustering with Constant Multiplicative Approximation and Near-Optimal Additive Error AAAI 2022 Log-Concave and Multivariate Canonical Noise Distributions for Differential Privacy NeurIPS 2022 Marksman Backdoor: Backdoor Attacks with Arbitrary Target Class NeurIPS 2022 Measuring Data Reconstruction Defenses in Collaborative Inference Systems NeurIPS 2022 MExMI: Pool-based Active Model Extraction Crossover Membership Inference NeurIPS 2022 Momentum Aggregation for Private Non-convex ERM NeurIPS 2022 Muffliato: Peer-to-Peer Privacy Amplification for Decentralized Optimization and Averaging NeurIPS 2022 (Nearly) Optimal Private Linear Regression for Sub-Gaussian Data via Adaptive Clipping COLT 2022 Near-Optimal Correlation Clustering with Privacy NeurIPS 2022 NEUROCRYPT: Coercion-Resistant Implicit Memory Authentication (Student Abstract) AAAI 2022 Neurotoxin: Durable Backdoors in Federated Learning ICML 2022 Not All Poisons are Created Equal: Robust Training against Data Poisoning ICML 2022 One-bit Submission for Locally Private Quasi-MLE: Its Asymptotic Normality and Limitation AISTATS 2022 One size does not fit all: Investigating strategies for differentially-private learning across NLP tasks EMNLP 2022 On PAC Learning Halfspaces in Non-interactive Local Privacy Model with Public Unlabeled Data ACML 2022 On Privacy and Personalization in Cross-Silo Federated Learning NeurIPS 2022 On the Importance of Difficulty Calibration in Membership Inference Attacks ICLR 2022 Open Problem: Better Differentially Private Learning Algorithms with Margin Guarantees COLT 2022 Optimal Accounting of Differential Privacy via Characteristic Function AISTATS 2022 Optimal Rates of (Locally) Differentially Private Heavy-tailed Multi-Armed Bandits AISTATS 2022