Bias-Aware Machine Unlearning: Towards Fairer Vision Models via Controllable Forgetting

Sai Siddhartha Chary Aylapuram, Veeraraju Elluru, Shivang Agarwal

Deep neural networks often rely on spurious correlations in training data, leading to biased or unfair predictions in safety-critical domains such as medicine and autonomous drivin…