Security & Privacy

Differentially Private Federated Learning on Heterogeneous Data AISTATS 2022 Differentially Private Fine-tuning of Language Models ICLR 2022 Differentially Private Fractional Frequency Moments Estimation with Polylogarithmic Space ICLR 2022 Differentially Private Generalized Linear Models Revisited NeurIPS 2022 Differentially Private Graph Learning via Sensitivity-Bounded Personalized PageRank NeurIPS 2022 Differentially Private Instance Encoding against Privacy Attacks NAACL 2022 Differentially Private Maximal Information Coefficients ICML 2022 Differentially Private Normalizing Flows for Synthetic Tabular Data Generation AAAI 2022 Differentially Private Online-to-batch for Smooth Losses NeurIPS 2022 Differentially Private Regression with Unbounded Covariates AISTATS 2022 Differentially Private Regret Minimization in Episodic Markov Decision Processes AAAI 2022 Differential privacy and robust statistics in high dimensions COLT 2022 Differential privacy for symmetric log-concave mechanisms AISTATS 2022 Distillation-Resistant Watermarking for Model Protection in NLP EMNLP 2022 DPGEN: Differentially Private Generative Energy-Guided Network for Natural Image Synthesis CVPR 2022 DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy AAAI 2022 DP-PCA: Statistically Optimal and Differentially Private PCA NeurIPS 2022 DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting COLING 2022 Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation EMNLP 2022 Encrypted Linear Contextual Bandit AISTATS 2022 Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks EMNLP 2022 Faster Privacy Accounting via Evolving Discretization ICML 2022 Federated Learning with Buffered Asynchronous Aggregation AISTATS 2022 Fingerprinting Deep Neural Networks Globally via Universal Adversarial Perturbations CVPR 2022 Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification ICML 2022