3 papers
cs.CL2022
Fairness for Text Classification Tasks with Identity Information Data Augmentation Methods
Mohit Wadhwa, Mohan Bhambhani, Ashvini Jindal +2
Counterfactual fairness methods address the question: How would the prediction change if the sensitive identity attributes referenced in the text instance were different? These met…
cs.LG2020
Directed Graph Representation through Vector Cross Product
Ramanujam Madhavan, Mohit Wadhwa
Graph embedding methods embed the nodes in a graph in low dimensional vector space while preserving graph topology to carry out the downstream tasks such as link prediction, node r…
cs.LG2020
Fairness-Aware Learning with Prejudice Free Representations
Ramanujam Madhavan, Mohit Wadhwa
Machine learning models are extensively being used to make decisions that have a significant impact on human life. These models are trained over historical data that may contain in…