21 - Contextual Explanation Networks, with Maruan Al-Shedivat - a podcast by Allen Institute for Artificial Intelligence

https://arxiv.org/abs/1705.10301

Maruan, Avinava Dubey and Eric Xing essentially put the post-hoc decision boundary explanations from the "Why Should I Trust You?" paper* as a core component of a predictive model. Maruan comes on to tell us about it.

* https://www.semanticscholar.org/paper/Why-Should-I-Trust-You-Explaining-the-Predictions-Ribeiro-Singh/5636dca44384240ce9aff2b10b78458cd3c2f450

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