 Language Models as Zero-shot Lossless Gradient Compressors: Towards General Neural Parameter Prior ModelsNeural Information Processing Systems (NeurIPS), 2024 |
 How to DP-fy ML: A Practical Guide to Machine Learning with Differential
PrivacyJournal of Artificial Intelligence Research (JAIR), 2023 |
 Large Language Models Are Human-Level Prompt EngineersInternational Conference on Learning Representations (ICLR), 2022 |
 Scaling Instruction-Finetuned Language ModelsJournal of machine learning research (JMLR), 2022 |
 Language Models are Realistic Tabular Data GeneratorsInternational Conference on Learning Representations (ICLR), 2022 |
 TabDDPM: Modelling Tabular Data with Diffusion ModelsInternational Conference on Machine Learning (ICML), 2022 |
 Winning the NIST Contest: A scalable and general approach to
differentially private synthetic dataJournal of Privacy and Confidentiality (JPC), 2021 |
 Synthetic Data -- Anonymisation Groundhog DayUSENIX Security Symposium (USENIX Security), 2020 |
 Language Models are Few-Shot LearnersNeural Information Processing Systems (NeurIPS), 2020 |
 Decision-Making with Auto-Encoding Variational BayesNeural Information Processing Systems (NeurIPS), 2020 Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier |
 Modeling Tabular data using Conditional GANNeural Information Processing Systems (NeurIPS), 2019 |
 Reconstruction and Membership Inference Attacks against Generative
ModelsProceedings on Privacy Enhancing Technologies (PoPETs), 2019 |
 Hypothesis Testing Interpretations and Renyi Differential PrivacyInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 |
 Attention Is All You NeedNeural Information Processing Systems (NeurIPS), 2017 |
 Renyi Differential PrivacyIEEE Computer Security Foundations Symposium (CSF), 2017 |
 Deep Learning with Differential PrivacyConference on Computer and Communications Security (CCS), 2016 |
 Neural Machine Translation of Rare Words with Subword UnitsAnnual Meeting of the Association for Computational Linguistics (ACL), 2015 |
