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Mansi Gupta

2 accepted papers

2025

FairI Tales: Evaluation of Fairness in Indian Contexts with a Focus on Bias and Stereotypes

ACL 2025long

Existing studies on fairness are largely Western-focused, making them inadequate for culturally diverse countries such as India. To address this gap, we introduce INDIC-BIAS, a comprehensive India-centric benchmark designed to evaluate fairness of LLMs across 85 identity groups encompassing diverse…

2024

Confidence Is All You Need for MI Attacks (Student Abstract)

AAAI 2024technical

In this evolving era of machine learning security, membership inference attacks have emerged as a potent threat to the confidentiality of sensitive data. In this attack, adversaries aim to determine whether a particular point was used during the training of a target model. This paper proposes a new…

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