6 citations · 7 across the 4 of their papers we have counts for
5 papers
Productionized Fairness Measurement Under Privacy Constraints
Osonde A. Osoba, Yuzi He, Saikrishna Badrinarayanan +3
Fairness measurements in the form of disaggregated evaluations often rely on demographic signals that are legally constrained or culturally sensitive. Race and ethnicity signals ar…
NN2Rules: Extracting Rule List from Neural Networks
G Roshan Lal, Varun Mithal
We present an algorithm, NN2Rules, to convert a trained neural network into a rule list. Rule lists are more interpretable since they align better with the way humans make decision…
TE2Rules: Explaining Tree Ensembles using Rules
G Roshan Lal, Xiaotong Chen, Varun Mithal
Tree Ensemble (TE) models, such as Gradient Boosted Trees, often achieve optimal performance on tabular datasets, yet their lack of transparency poses challenges for comprehending…
Semi-supervised Classification using Attention-based Regularization on Coarse-resolution Data
Guruprasad Nayak, Rahul Ghosh, Xiaowei Jia +2
Many real-world phenomena are observed at multiple resolutions. Predictive models designed to predict these phenomena typically consider different resolutions separately. This appr…
An Attentive Survey of Attention Models
Sneha Chaudhari, Varun Mithal, Gungor Polatkan +1
Attention Model has now become an important concept in neural networks that has been researched within diverse application domains. This survey provides a structured and comprehens…