Manuscript

PolymerGPT: Multi-property Optimization with a Decoder-Based GPT Model for Generative Polymer Design

A decoder-only GPT transformer for polymer generation from SMILES, achieving 95%+ validity/uniqueness/novelty scores — co-first author.

Aug 2, 2026

Evaluating OCT Device-Reported Image Quality Score: Towards a Task-Specific Quality Gate for Deep Learning-based Outer-Retina and Choroid Boundary Segmentation

Device-reported OCT image quality scores don't predict segmentation performance; introduces a task-specific, EMD-based boundary quality metric instead.

May 17, 2026

Deep Learning–Based Automated Segmentation and Quantification of Ellipsoid Zone and RPE–Bruch's Membrane Complex in Healthy Subjects and Geographic Atrophy

Deep-learning segmentation and quantification of the ellipsoid zone and RPE–Bruch's membrane complex in healthy and geographic atrophy OCT — co-first author.

Apr 1, 2026