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-[Learning to estimate sample-specific transcriptional networks for 7,000 tumors (PNAS '25)](https://www.pnas.org/doi/10.1073/pnas.2411930122)
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-[NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters (ArXiv '23)](http://arxiv.org/abs/2111.01104)
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- Applications
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- Contextualized Regression and Classification
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-[Patient-Specific Models of Treatment Effects Explain Heterogeneity in Tuberculosis (ML4H '24)](https://arxiv.org/abs/2411.10645)
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-[Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning (ICML '24)](https://arxiv.org/abs/2310.07918)
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-[Automated Interpretable Discovery of Heterogeneous Treatment Effectiveness: A COVID-19 Case Study (JBI '22)](https://www.sciencedirect.com/science/article/pii/S1532046422001022)
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-[Discriminative Subtyping of Lung Cancers from Histopathology Images via Contextual Deep Learning (MedRxiv '22)](https://www.medrxiv.org/content/10.1101/2020.06.25.20140053v2)
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-[Personalized Survival Prediction with Contextual Explanation Networks (ML4H '17)](http://arxiv.org/abs/1801.09810)
-[Learning to estimate sample-specific transcriptional networks for 7,000 tumors (PNAS '25)](https://www.pnas.org/doi/10.1073/pnas.2411930122)
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-[NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters (ArXiv '23)](http://arxiv.org/abs/2111.01104)
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- Contextualized Timeseries
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-[Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning (ICML '24)](https://arxiv.org/abs/2310.07918)
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