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Dec, 2020
解开深度学习体积公式的因素
Disentangling a Deep Learned Volume Formula
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Jessica Craven, Vishnu Jejjala, Arjun Kar
TL;DR
使用神经网络分析分数级别的Chern-Simons理论,得出适用于评估节点的Jones多项式的单一公式,并对该公式进行评估以评估其准确性和错误率。
Abstract
We present a simple phenomenological formula which approximates the hyperbolic volume of a knot using only a single evaluation of its
jones polynomial
at a root of unity. The average error is just 2.86% on the first 1.7 million
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