Publications

2026

  1. Mechanistic Interpretability Findings That Generalize: Chaperone-Dependent Folding in ESMFold2
    Matthew Shen, Luhuan Wu, Minhuan Li, and 1 more author
    2026
    In submission
  2. Bayesian Invariant Representation Learning for Robust Prediction of Multi-Environment Data
    Matthew Shen, Luhuan Wu, and David M. Blei
    2026
    In submission
  3. NeurIPS
    Environment-Robust Representation Learning with Empirical Bayes
    Yuli Slavutsky, Matthew Shen, Bohan Wu, and 1 more author
    2026
    To appear in NeurIPS 2026
    Awarded arXiv HTML
  4. NeurIPS
    Group-Aware Matrix Estimation and Latent Subspace Recovery
    Hamza Golubovic*, Matthew Shen*, Genevera Allen, and 1 more author
    2026
    To appear in NeurIPS 2026
    arXiv HTML

2025

  1. Building Trust @ ICLR
    Adaptive Test-Time Intervention for Concept Bottleneck Models
    Matthew Shen*, Aliyah Hsu*, Abhineet Agarwal, and 1 more author
    In ICLR Building Trust Workshop, 2025
    arXiv HTML Website

2024

  1. Gastro.
    Validation of an Electronic Health Record Based Machine Learning Model Compared With Clinical Risk Scores for Gastrointestinal Bleeding
    Dennis L. Shung, Colleen E. Chan, Kisung You, and 11 more authors
    Gastroenterology, 2024
    HTML