Research Paper Notes on Neural Network

Research Paper Notes on Neural Network

本文档除了包括推导, 疑惑 外,做 读书重点 的记录 $$$$

文献列表

 * An equation-of-state-meter of QCD transition from deep learning, arXiv:1612.04262, by Long-Gang Pang, Kai Zhou, Nan Su, Hannah Petersen, Horst Stocker, and Xin-Nian Wang
 * Applications of deep learning to relativistic hydrodynamics, arXiv:1801.03334, by Hengfeng Huang, Bowen Xiao, Huixin Xiong, Zeming Wu, Yadong Mu, and Huichao Song
 * Mapping out the thermodynamic stability of a QCD equation of state with a critical point using active learning, arXiv:2203.13876v2, by D. Mroczek et al.

An equation-of-state-meter of QCD transition from deep learning, arXiv:1612.04262, by Long-Gang Pang et al
用神经网络深度学习来研究状态方程是一级相变还是连续渐变.基本思想是通过一组初始条件和流体力学模拟数据来供给神经网络的学习,当网络构建完毕后,通过另一组独立的数据来测试该构建的网络是否具有实用性.文章发表在Nature杂志.

本文档除了包括推导, 疑惑 外,做 读书重点 的记录 $$$$

Applications of deep learning to relativistic hydrodynamics, arXiv:1801.03334, by Hengfeng Huang, Bowen Xiao, Huixin Xiong, Zeming Wu, Yadong Mu, and Huichao Song
用机器学习来模拟流体力学演化.

本文档除了包括推导, 疑惑 外,做 读书重点 的记录 $$$$

Mapping out the thermodynamic stability of a QCD equation of state with a critical point using active learning, arXiv:2203.13876v2, by D. Mroczek et al.
用机器学习来删选状态方程的参数.

本文档除了包括推导, 疑惑 外,做 读书重点 的记录 $$$$