most citedInitial Exploration of Zero-Shot Privacy Utility Tradeoffs in Tabular Data Using GPT-4

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cs.LG2024★ 2 cited

Initial Exploration of Zero-Shot Privacy Utility Tradeoffs in Tabular Data Using GPT-4

Bishwas Mandal, George Amariucai, Shuangqing Wei

We investigate the application of large language models (LLMs), specifically GPT-4, to scenarios involving the tradeoff between privacy and utility in tabular data. Our approach en…

cs.LG2024

Optimizing Privacy and Utility Tradeoffs for Group Interests Through Harmonization

Bishwas Mandal, George Amariucai, Shuangqing Wei

We propose a novel problem formulation to address the privacy-utility tradeoff, specifically when dealing with two distinct user groups characterized by unique sets of private and…