Publications

2024

• LLM-Empowered Literature Mining for Material Substitution Studies in Sustainable Concrete. Yifei Duan, Yixi Tian, Soumya Ghosh, Vineeth Venugopal, Jie Chen, Elsa Olivetti. (under review) preprint

• China’s energy-water-land system co-evolution under carbon neutrality goal and climate impacts. Jiachen Wang *, Yifei Duan *, Hanying Jiang, Can Wang. Journal of Environmental Management, 2024. paper

• Literature Mining with Large Language Models to Assist the Development of Sustainable Building Materials. Yifei Duan, Yixi Tian, Soumya Ghosh, Richard Goodwin, Vineeth Venugopal, Jeremy Gregory, Jie Chen, Elsa Olivetti. ICLR Workshop Tackling Climate Change with Machine Learning, 2024. paper

• Explainable Concrete Strength Prediction with Amortized Gaussian Process. Yifei Duan, Kai Gong, Kristen Severson, Jie Chen, Jeremy Gregory, Elsa Olivetti. AAAI Workshop XAI4Sci, 2024. paper

• A chemically-guided generative diffusion model for materials synthesis planning. Elton Pan, Soonhyoung Kwon, Sulin Liu, Mingrou Xie, Yifei Duan, Thorben Prein, Killian Sheriff, Yuriy Roman, Manuel Moliner, Rafael Gómez-Bombarelli, Elsa Olivetti. NeurIPS Workshop AI for Accelerated Materials Design, 2024 (Spotlight). paper

• Reaction Graph Networks for Inorganic Synthesis Condition Prediction of Solid State Materials. Thorben Prein, Fuzhan Rahmanian, Kesava Prasad Arul, Jasmin El-Wafi, Menelaos Panagiotis Fotiadis, Jan Heimann, Paul Weinmann, Yifei Duan, Elton Pan, Elsa Olivetti, Jennifer LM Rupp. NeurIPS Workshop AI for Accelerated Materials Design, 2024. paper