publications

2023

  1. arXiv
    Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning
    Deuschel, Jannik, Ellington, Caleb N.,  Lengerich, Benjamin J. and 3 more authors
  2. arXiv
    Contextualized Machine Learning
    Lengerich, Benjamin, Ellington, Caleb N.,  Rubbi, Andrea and 2 more authors
  3. bioRxiv
    Contextualized Networks Reveal Heterogeneous Transcriptomic Regulation in Tumors at Sample-Specific Resolution
    Ellington, Caleb N., Lengerich, Benjamin J.,  Watkins, Thomas BK and 4 more authors

2022

  1. JBI
    Automated Interpretable Discovery of Heterogeneous Treatment Effectiveness: A COVID-19 Case Study
    Lengerich, Benjamin J, Nunnally, Mark E,  Aphinyanaphongs, Yin and 2 more authors

2021

  1. arXiv
    NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters
    Lengerich, Ben,  Ellington, Caleb,  Aragam, Bryon and 2 more authors
  2. NeurIPS
    Multi-task Learning of Order-Consistent Causal Graphs
    Chen, Xinshi, Sun, Haoran,  Ellington, Caleb and 2 more authors
    In Advances in Neural Information Processing Systems