Search Results for author: Girish Kumar

Found 7 papers, 3 papers with code

An Algorithm for Streaming Differentially Private Data

no code implementations26 Jan 2024 Girish Kumar, Thomas Strohmer, Roman Vershynin

Much of the research in differential privacy has focused on offline applications with the assumption that all data is available at once.

Synthetic Data Generation

Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe

1 code implementation25 Oct 2022 Xiang Yue, Huseyin A. Inan, Xuechen Li, Girish Kumar, Julia McAnallen, Hoda Shajari, Huan Sun, David Levitan, Robert Sim

Privacy concerns have attracted increasing attention in data-driven products due to the tendency of machine learning models to memorize sensitive training data.

Language Modelling Text Generation

TextSETTR: Few-Shot Text Style Extraction and Tunable Targeted Restyling

1 code implementation ACL 2021 Parker Riley, Noah Constant, Mandy Guo, Girish Kumar, David Uthus, Zarana Parekh

Unlike previous approaches requiring style-labeled training data, our method makes use of readily-available unlabeled text by relying on the implicit connection in style between adjacent sentences, and uses labeled data only at inference time.

Style Transfer Text Style Transfer

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