Interpretable machine learning: definitions, methods, and applications
2019-01-14Code Available1· sign in to hype
W. James Murdoch, Chandan Singh, Karl Kumbier, Reza Abbasi-Asl, Bin Yu
Code Available — Be the first to reproduce this paper.
ReproduceCode
- github.com/csinva/imodelsOfficialnone★ 1,576
- github.com/csinva/hierarchical-dnn-interpretationspytorch★ 128
- github.com/laura-rieger/deep-explanation-penalizationpytorch★ 128
- github.com/csinva/transformation-importancepytorch★ 8
- github.com/csinva/local-vaepytorch★ 3
- github.com/csinva/disentangled-attribution-curvesnone★ 0
Abstract
Official code for using / reproducing ACD (ICLR 2019) from the paper "Hierarchical interpretations for neural network predictions" https://arxiv.org/abs/1806.05337