5 citations · 8 across the 4 of their papers we have counts for
3 papers · 1 filter
Practical Bias Mitigation through Proxy Sensitive Attribute Label Generation
Bhushan Chaudhary, Anubha Pandey, Deepak Bhatt +1
Addressing bias in the trained machine learning system often requires access to sensitive attributes. In practice, these attributes are not available either due to legal and policy…
GroupMixNorm Layer for Learning Fair Models
Anubha Pandey, Aditi Rai, Maneet Singh +2
Recent research has identified discriminatory behavior of automated prediction algorithms towards groups identified on specific protected attributes (e.g., gender, ethnicity, age g…
Transitioning from Real to Synthetic data: Quantifying the bias in model
Aman Gupta, Deepak Bhatt, Anubha Pandey
With the advent of generative modeling techniques, synthetic data and its use has penetrated across various domains from unstructured data such as image, text to structured dataset…