← Search

Longhan Zhang

2 accepted papers

2026

Beyond Structure: Invariant Crystal Property Prediction with Pseudo-Particle Ray Diffraction

ICLR 2026poster

Crystal property prediction, governed by quantum mechanical principles, is computationally prohibitive to solve exactly for large many-body systems using traditional density functional theory. While machine learning models have emerged as efficient approximations for large-scale applications, their…

Cited by 0SourcecodeScholar
2025

Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research

EMNLP 2025

The rapid advancement of perovskite solar cells (PSCs) has led to an exponential growth in research publications, creating an urgent need for efficient knowledge management and reasoning systems in this domain. We present a comprehensive knowledge-enhanced system for PSCs that integrates three key c

Cited by 0SourcePDFScholar