208 citations · 453 across the 20 of their papers we have counts for
4 papers · 1 filter
Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification
Yada Pruksachatkun, Satyapriya Krishna, Jwala Dhamala +2
Existing bias mitigation methods to reduce disparities in model outcomes across cohorts have focused on data augmentation, debiasing model embeddings, or adding fairness-based opti…
Grounding Complex Navigational Instructions Using Scene Graphs
Michiel de Jong, Satyapriya Krishna, Anuva Agarwal
Training a reinforcement learning agent to carry out natural language instructions is limited by the available supervision, i.e. knowing when the instruction has been carried out.…
ADePT: Auto-encoder based Differentially Private Text Transformation
Satyapriya Krishna, Rahul Gupta, Christophe Dupuy
Privacy is an important concern when building statistical models on data containing personal information. Differential privacy offers a strong definition of privacy and can be used…
BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation
Jwala Dhamala, Tony Sun, Varun Kumar +4
Recent advances in deep learning techniques have enabled machines to generate cohesive open-ended text when prompted with a sequence of words as context. While these models now emp…