3 papers
cs.AI2025
Aligning Reasoning LLMs for Materials Discovery with Physics-aware Rejection Sampling
Lee Hyun, Sohee Yoon, Jinwoo Park +11
AI-driven materials discovery that couples automated experimentation with algorithmic decision-making requires process aware recipe to property predictors that are accurate, calibr…
cs.CL2025
ReviewScore: Misinformed Peer Review Detection with Large Language Models
Hyun Ryu, Doohyuk Jang, Hyemin S. Lee +16
Peer review serves as a backbone of academic research, but in most AI conferences, the review quality is degrading as the number of submissions explodes. To reliably detect low-qua…
cs.LG2025
Robust Molecular Property Prediction via Densifying Scarce Labeled Data
Jina Kim, Jeffrey Willette, Bruno Andreis +1
A widely recognized limitation of molecular prediction models is their reliance on structures observed in the training data, resulting in poor generalization to out-of-distribution…