Privacy

Recovering Private Text in Federated Learning of Language Models NeurIPS 2022 RelaxLoss: Defending Membership Inference Attacks without Losing Utility ICLR 2022 Renyi Differential Privacy of Propose-Test-Release and Applications to Private and Robust Machine Learning NeurIPS 2022 Responsible Disclosure of Generative Models Using Scalable Fingerprinting ICLR 2022 ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning CVPR 2022 Revisiting Queer Minorities in Lexicons NAACL 2022 Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data ICML 2022 Robust Combination of Distributed Gradients Under Adversarial Perturbations CVPR 2022 Robust Conversational Agents against Imperceptible Toxicity Triggers NAACL 2022 Robust Federated Learning With Noisy and Heterogeneous Clients CVPR 2022 Robust Unlearnable Examples: Protecting Data Privacy Against Adversarial Learning ICLR 2022 Safe Distillation Box AAAI 2022 Sample-and-threshold differential privacy: Histograms and applications AISTATS 2022 Sampling from Log-Concave Distributions with Infinity-Distance Guarantees NeurIPS 2022 SASH: Efficient secure aggregation based on SHPRG for federated learning UAI 2022 Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification AAAI 2022 Scalable and Efficient Training of Large Convolutional Neural Networks with Differential Privacy NeurIPS 2022 SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning NeurIPS 2022 Secure Quantized Training for Deep Learning ICML 2022 Selective Differential Privacy for Language Modeling NAACL 2022 Selective Network Linearization for Efficient Private Inference ICML 2022 Sentence-level Privacy for Document Embeddings ACL 2022 SeqPATE: Differentially Private Text Generation via Knowledge Distillation NeurIPS 2022 Shape And Structure Preserving Differential Privacy NeurIPS 2022 SHIELD: Defending Textual Neural Networks against Multiple Black-Box Adversarial Attacks with Stochastic Multi-Expert Patcher ACL 2022