30 citations · 32 across the 5 of their papers we have counts for
5 papers
Omni-Mol: Multitask Molecular Model for Any-to-any Modalities
Chengxin Hu, Hao Li, Yihe Yuan +3
In the molecular domain, numerous studies have explored the use of multimodal large language models (LLMs) to construct a general-purpose, multi-task molecular model. However, thes…
Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey
Haixin Wang, Yadi Cao, Zijie Huang +13
This paper explores the recent advancements in enhancing Computational Fluid Dynamics (CFD) tasks through Machine Learning (ML) techniques. We begin by introducing fundamental conc…
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model
Zezheng Song, Jiaxin Yuan, Haizhao Yang
The fast simulation of dynamical systems is a key challenge in many scientific and engineering applications, such as weather forecasting, disease control, and drug discovery. With…
A Fast Algorithm for the Finite Expression Method in Learning Dynamics on Complex Networks
Zezheng Song, Chunmei Wang, Haizhao Yang
Complex network data is prevalent in various real-world domains, including physical, technological, and biological systems. Despite this prevalence, predicting trends and understan…
A Finite Expression Method for Solving High-Dimensional Committor Problems
Zezheng Song, Maria K. Cameron, Haizhao Yang
Transition path theory (TPT) is a mathematical framework for quantifying rare transition events between a pair of selected metastable states and . Central to TPT is the comm…