Privacy

Low-Complexity Deep Convolutional Neural Networks on Fully Homomorphic Encryption Using Multiplexed Parallel Convolutions ICML 2022 M$^4$I: Multi-modal Models Membership Inference NeurIPS 2022 Marksman Backdoor: Backdoor Attacks with Arbitrary Target Class NeurIPS 2022 Mean Estimation with User-level Privacy under Data Heterogeneity NeurIPS 2022 Measuring Data Leakage in Machine-Learning Models with Fisher Information (Extended Abstract) IJCAI 2022 Measuring Data Reconstruction Defenses in Collaborative Inference Systems NeurIPS 2022 ME-GAN: Learning Panoptic Electrocardio Representations for Multi-view ECG Synthesis Conditioned on Heart Diseases ICML 2022 Membership Inference Attacks Against Self-supervised Speech Models Interspeech 2022 Membership Inference via Backdooring IJCAI 2022 MExMI: Pool-based Active Model Extraction Crossover Membership Inference NeurIPS 2022 Mitigating statistical bias within differentially private synthetic data UAI 2022 Mixed Differential Privacy in Computer Vision CVPR 2022 Model Stealing Defense against Exploiting Information Leak through the Interpretation of Deep Neural Nets IJCAI 2022 Momentum Aggregation for Private Non-convex ERM NeurIPS 2022 mToFNet: Object Anti-Spoofing With Mobile Time-of-Flight Data WACV 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 Near-Optimal Private and Scalable k-Clustering NeurIPS 2022 Near-optimal Thompson sampling-based algorithms for differentially private stochastic bandits UAI 2022 Network change point localisation under local differential privacy NeurIPS 2022 Neural Tangent Kernel Empowered Federated Learning ICML 2022 Neural Text Sanitization with Explicit Measures of Privacy Risk AACL 2022 Neurotoxin: Durable Backdoors in Federated Learning ICML 2022 New Lower Bounds for Private Estimation and a Generalized Fingerprinting Lemma NeurIPS 2022