no code implementations • 26 Dec 2023 • Bhushan Chaudhary, Anubha Pandey, Deepak Bhatt, Darshika Tiwari
Addressing bias in the trained machine learning system often requires access to sensitive attributes.
no code implementations • 19 Dec 2023 • Anubha Pandey, Aditi Rai, Maneet Singh, Deepak Bhatt, Tanmoy Bhowmik
Analysis on benchmark tabular and image datasets demonstrates the efficacy of the proposed method in achieving state-of-the-art performance.
no code implementations • 10 May 2021 • Aman Gupta, Deepak Bhatt, Anubha Pandey
This study aims to establish a trade-off between bias and fairness in the models trained using synthetic data.