19 citations · 46 across the 6 of their papers we have counts for
3 papers · 1 filter
Fix your Models by Fixing your Datasets
Atindriyo Sanyal, Vikram Chatterji, Nidhi Vyas +3
The quality of underlying training data is very crucial for building performant machine learning models with wider generalizabilty. However, current machine learning (ML) tools lac…
Training With Data Dependent Dynamic Learning Rates
Shreyas Saxena, Nidhi Vyas, Dennis DeCoste
Recently many first and second order variants of SGD have been proposed to facilitate training of Deep Neural Networks (DNNs). A common limitation of these works stem from the fact…
Learning Soft Labels via Meta Learning
Nidhi Vyas, Shreyas Saxena, Thomas Voice
One-hot labels do not represent soft decision boundaries among concepts, and hence, models trained on them are prone to overfitting. Using soft labels as targets provide regulariza…