Incorporating informatively collected laboratory data from EHR in clinical prediction models. - Minghui Sun 002; Matthew M. Engelhard; Armando Bedoya; Benjamin Goldstein 001 (BMC Medical Informatics Decis. Mak., 2024)

Borrowing From the Future: Enhancing Early Risk Assessment through Contrastive Learning. - Minghui Sun 002; Matthew M. Engelhard; Benjamin Goldstein 001 (MLHC, 2025)

CLEAR: Unlearning Spurious Style-Content Associations with Contrastive LEarning with Anti-contrastive Regularization. - Minghui Sun 002; Benjamin Alan Goldstein; Matthew M. Engelhard (CoRR, 2025)

NEST: Nested Event Stream Transformer for Sequences of Multisets. - Minghui Sun 002; Haoyu Gong; Xingyu You; Jillian H. Hurst; Benjamin Goldstein 001; Matthew Engelhard (CoRR, 2026)

Multimodal Training to Unimodal Deployment: Leveraging Unstructured Data During Training to Optimize Structured Data Only Deployment. - Zigui Wang; Minghui Sun 002; Jiang Shu; Matthew M. Engelhard; Lauren Franz; Benjamin Alan Goldstein (CoRR, 2026)