An intelligent framework for deriving formulas of aerodynamic forces between high-rise buildings under interference effects using symbolic regression algorithms

K Wang, T Shen, J Wei, J Liu, W Hu - Journal of Building Engineering, 2025 - Elsevier
Numerous high-rise buildings in megacities create complex interference effects, significantly
impacting aerodynamic forces and leading to severe wind-induced disasters. While current …

Class Symbolic Regression: Gotta Fit'Em All

W Tenachi, R Ibata, TL François… - The Astrophysical …, 2024 - iopscience.iop.org
Abstract We introduce" Class Symbolic Regression"(Class SR), the first framework for
automatically finding a single analytical functional form that accurately fits multiple data sets …

MLLM-SR: Conversational Symbolic Regression base Multi-Modal Large Language Models

Y Li, W Li, L Yu, M Wu, J Liu, W Li, S Wei… - arXiv preprint arXiv …, 2024 - arxiv.org
Formulas are the language of communication between humans and nature. It is an important
research topic of artificial intelligence to find expressions from observed data to reflect the …

Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning

Y Li, W Li, L Yu, M Wu, J Liu, W Li, M Hao, S Wei… - arXiv preprint arXiv …, 2024 - arxiv.org
The mathematical formula is the human language to describe nature and is the essence of
scientific research. Finding mathematical formulas from observational data is a major …

ViSymRe: Vision-guided Multimodal Symbolic Regression

D Li, J Yin, J Xu, X Li, J Zhang - arXiv preprint arXiv:2412.11139, 2024 - arxiv.org
Symbolic regression automatically searches for mathematical equations to reveal underlying
mechanisms within datasets, offering enhanced interpretability compared to black box …