Neural Additive Models: Interpretable Machine Learning with Neural Nets Rishabh Agarwal

Neural Information Processing Systems 

They perform similarly to existing state-of-the-art generalized additive models in accuracy, but are more flexible because they are based on neural nets instead of boosted trees.

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