1 code implementation • 4 Jul 2022 • G Roshan Lal, Varun Mithal
NN2Rules is a decompositional approach to rule extraction, i. e., it extracts a set of decision rules from the parameters of the trained neural network model.
2 code implementations • 29 Jun 2022 • 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 their decision logic.
no code implementations • 3 Jan 2020 • Guruprasad Nayak, Rahul Ghosh, Xiaowei Jia, Varun Mithal, Vipin Kumar
Many real-world phenomena are observed at multiple resolutions.
no code implementations • 5 Apr 2019 • Sneha Chaudhari, Varun Mithal, Gungor Polatkan, Rohan Ramanath
This survey provides a structured and comprehensive overview of the developments in modeling attention.