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* A Survey Of Methods For Explaining Black Box Models. _Guidotti et al. 2018_ [pdf](https://arxiv.org/pdf/1802.01933.pdf)
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* Understanding Neural Networks via Feature Visualization: A survey. _Nguyen et al. 2019_ [pdf](https://arxiv.org/pdf/1904.08939.pdf)
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* Explaining Explanations: An Overview of Interpretability of Machine Learning. _Gilpin et al. 2019_ [pdf](https://arxiv.org/pdf/1806.00069.pdf)
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* DARPA updates on the XAI program [pdf](https://www.darpa.mil/attachments/XAIProgramUpdate.pdf)
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#### Definitions of Interpretability
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* The Mythos of Model Interpretability. _Lipton 2016_ [pdf](https://arxiv.org/abs/1606.03490)
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