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Updated: Apr 20, 2026

Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline
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使用图形表示和生成图形神经网络的数学表达式探索

Jingyi Liu1, Weijun Li1, Lina Yu1

  • 1AnnLab, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China; School of Integrated Circuits & Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, 100049, Beijing, China.

Neural networks : the official journal of the International Neural Network Society
|March 27, 2025
PubMed
概括

本研究介绍了基于图形的深度符号回归 (GraphDSR),这是一种使用定向环形图 (DAG) 和图形神经网络进行数学表达式发现的新方法. 与传统的基于树的方法相比,GraphDSR提供了一种更有效和更直观的方法.

关键词:
定向非循环图是指向非循环图.图表神经网络的神经网络强化学习是一种强化学习.象征性回归是一种象征性回归.

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