3 citations · 3 across the 7 of their papers we have counts for
4 papers · 1 filter
FMint-SDE: A Multimodal Foundation Model for Accelerating Numerical Simulation of SDEs via Error Correction
Jiaxin Yuan, Haizhao Yang, Maria Cameron
Fast and accurate simulation of dynamical systems is a fundamental challenge across scientific and engineering domains. Traditional numerical integrators often face a trade-off bet…
Protocode: Prototype-Driven Interpretability for Code Generation in LLMs
Krishna Vamshi Bodla, Haizhao Yang
Since the introduction of Large Language Models (LLMs), they have been widely adopted for various tasks such as text summarization, question answering, speech-to-text translation,…
Parsing the Language of Expression: Enhancing Symbolic Regression with Domain-Aware Symbolic Priors
Sikai Huang, Yixin Berry Wen, Tara Adusumilli +2
Symbolic regression is essential for deriving interpretable expressions that elucidate complex phenomena by exposing the underlying mathematical and physical relationships in data.…
Curse of Dimensionality in Neural Network Optimization
Sanghoon Na, Haizhao Yang
This paper demonstrates that when a shallow neural network with a Lipschitz continuous activation function is trained using either empirical or population risk to approximate a tar…