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Conditional differential measurement error: partial identifiability and estimation

Pengrun Huang, Maggie Makar

NeurIPS workshop CML4Impact 2022

Can We Infer Confidential Properties of Training Data from LLMs?

Pengrun Huang, Chhavi Yadav, Kamalika Chaudhuri, Ruihan Wu

NeurIPS 2025 (Spotlight 3%)

DPrivBench: Benchmarking LLMs' Reasoning for Differential Privacy

Erchi Wang, Pengrun Huang, Eli Chien, Om Thakkar, Kamalika Chaudhuri, Yu-Xiang Wang, Ruihan Wu

Preprint 2026

Dataset Watermarking for Closed LLMs with Provable Detection

Pengrun Huang, Kamalika Chaudhuri, Yu-Xiang Wang

Preprint 2026

Teaching Assistant Experience: CSE 101 Design & Analysis of Algorithm

Undergraduate course, UCSD, 2026