🚀 Deploy updated DGM site (2025-12-11 12:52)

Author: blengerich

dgm-fall-2025/assets/bibliography/2025-12-01-lecture-25.bib

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+@article{lipton2018mythos,
+  title={The mythos of model interpretability: In supervised machine learning, the concept of interpretability is both important and slippery.},
+  author={Lipton, Zachary C},
+  journal={Queue},
+  volume={16},
+  number={3},
+  pages={31--57},
+  year={2018},
+  note={First appeared as arXiv:1606.03490 in 2016}
+}
+
+@article{doshi2017towards,
+  title={Towards a rigorous science of interpretable machine learning},
+  author={Doshi-Velez, Finale and Kim, Been},
+  journal={arXiv preprint arXiv:1702.08608},
+  year={2017}
+}
+
+@inproceedings{adebayo2018sanity,
+  title={Sanity checks for saliency maps},
+  author={Adebayo, Julius and Gilmer, Justin and Muelly, Michael and Goodfellow, Ian and Hardt, Moritz and Kim, Been},
+  booktitle={Advances in neural information processing systems},
+  volume={31},
+  year={2018}
+}
+
+@inproceedings{slack2020fooling,
+  title={Fooling lime and shap: Adversarial attacks on post hoc explanation methods},
+  author={Slack, Dylan and Hilgard, Sophie and Jia, Emily and Singh, Sameer and Lakkaraju, Himabindu},
+  booktitle={Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society},
+  pages={180--186},
+  year={2020}
+}
+
+@article{kaplan2020scaling,
+  title={Scaling laws for neural language models},
+  author={Kaplan, Jared and McCandlish, Sam and Henighan, Tom and Brown, Tom B and Chess, Benjamin and Child, Rewon and Gray, Scott and Radford, Alec and Wu, Jeffrey and Amodei, Dario},
+  journal={arXiv preprint arXiv:2001.08361},
+  year={2020}
+}
+
+@article{lengerich2021insights,
+  title={Insights into severe maternal morbidity in the nulliparous, term, singleton, vertex population},
+  author={Lengerich, Benjamin J and Arganbright, Sarah and Mylanus, Eline and MD, Mark A. Morgan and others},
+  journal={American Journal of Obstetrics and Gynecology (AJOG)},
+  year={2021}
+}
+
+@article{lengerich2025hidden,
+  title={The Hidden Cost of Round Numbers and Sharp Thresholds in Clinical Practice},
+  author={Lengerich, Benjamin J and others},
+  journal={NPJ Digital Medicine},
+  year={2025}
+}
+
+@book{hastie1990generalized,
+  title={Generalized additive models},
+  author={Hastie, Trevor J and Tibshirani, Robert J},
+  volume={43},
+  year={1990},
+  publisher={CRC press}
+}
+
+@article{concept2025interpretability,
+  title={Concept Based Interpretability},
+  journal={arXiv preprint arXiv:2501.16496},
+  year={2025},
+  url={https://arxiv.org/pdf/2501.16496}
+}

dgm-fall-2025/assets/img/notes/lecture-04/README

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