Does Data Repair Lead to Fair Models? Curating Contextually Fair Data To Reduce Model Bias

Sharat Agarwal, Sumanyu Muku, Saket Anand +1

Contextual information is a valuable cue for Deep Neural Networks (DNNs) to learn better representations and improve accuracy. However, co-occurrence bias in the training dataset m…