2 papers
cond-mat.mtrl-sci2026
Fine-tuning a vision-language model for fracture-surface morphology recognition
Quanliang Liu, Jungtaek Kim, Kangwook Lee +1
Vision-language models (VLMs) have shown strong potential for scientific image understanding, but general-purpose models often lack the domain-specific visual knowledge required fo…
cs.LG2024
Beyond designer's knowledge: Generating materials design hypotheses via large language models
Quanliang Liu, Maciej P. Polak, So Yeon Kim +5
Materials design often relies on human-generated hypotheses, a process inherently limited by cognitive constraints such as knowledge gaps and limited ability to integrate and extra…