Search Results for author: Xiaonan Wang

Found 6 papers, 3 papers with code

Integrating Chemistry Knowledge in Large Language Models via Prompt Engineering

1 code implementation22 Apr 2024 Hongxuan Liu, Haoyu Yin, Zhiyao Luo, Xiaonan Wang

This paper presents a study on the integration of domain-specific knowledge in prompt engineering to enhance the performance of large language models (LLMs) in scientific domains.

Hallucination Prompt Engineering

An Artificial Intelligence (AI) workflow for catalyst design and optimization

no code implementations7 Feb 2024 Nung Siong Lai, Yi Shen Tew, Xialin Zhong, Jun Yin, Jiali Li, Binhang Yan, Xiaonan Wang

In this article, we demonstrate the application of this AI workflow in the optimization of catalyst synthesis for ammonia production.

Active Learning Bayesian Optimization

A Heterogeneous Parallel Non-von Neumann Architecture System for Accurate and Efficient Machine Learning Molecular Dynamics

no code implementations26 Mar 2023 Zhuoying Zhao, Ziling Tan, Pinghui Mo, Xiaonan Wang, Dan Zhao, Xin Zhang, Ming Tao, Jie Liu

This paper proposes a special-purpose system to achieve high-accuracy and high-efficiency machine learning (ML) molecular dynamics (MD) calculations.

Atomic Forces

A robust low data solution: dimension prediction of semiconductor nanorods

no code implementations27 Oct 2020 Xiaoli Liu, Yang Xu, Jiali Li, Xuanwei Ong, Salwa Ali Ibrahim, Tonio Buonassisi, Xiaonan Wang

Deep neural network is further applied to develop regression model which demonstrated the well performed prediction on both the original and generated data with a similar distribution.


Surface Defect Saliency of Magnetic Tile

1 code implementation24 Aug 2018 Yibin Huang, Congying Qiu, Yue Guo, Xiaonan Wang, and Kui Yuan

Vision-based detection on surface defects has long postulated in the magnetic tile automation process.

 Ranked #1 on Anomaly Detection on Surface Defect Saliency of Magnetic Tile (Segmentation AUROC metric, using extra training data)

Anomaly Detection Defect Detection +1

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