Rashidul Islam

Fairness without Demographics through Shared Latent Space-Based Debiasing

Ensuring fairness in machine learning (ML) is crucial, particularly in applications that impact diverse populations. The majority of existing works heavily rely on the availability of protected features like race and gender. However, practical challenges such as privacy concerns and regulatory restr…