2.2k citations · 2.6k across the 7 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2019★ 35 cited
Interpretations are useful: penalizing explanations to align neural networks with prior knowledge
Laura Rieger, Chandan Singh, W. James Murdoch +1
For an explanation of a deep learning model to be effective, it must provide both insight into a model and suggest a corresponding action in order to achieve some objective. Too of…
cs.LG2018★ 97 cited
Hierarchical interpretations for neural network predictions
Chandan Singh, W. James Murdoch, Bin Yu
Deep neural networks (DNNs) have achieved impressive predictive performance due to their ability to learn complex, non-linear relationships between variables. However, the inabilit…