Aug 8 – 13, 2022
Hörsaalzentrum Poppelsdorf
Europe/Berlin timezone

Exploration of Efficient Neural Network for Path Optimization Method

Aug 8, 2022, 4:50 PM
20m
CP1-HSZ/1st-1.004 - HS7 (CP1-HSZ)

CP1-HSZ/1st-1.004 - HS7

CP1-HSZ

70
Oral Presentation Algorithms (including Machine Learning, Quantum Computing, Tensor Networks) Algorithms

Speaker

Yusuke Namekawa (Kyoto Univ)

Description

We present our attempts to control the sign problem by the path optimization method with emphasis on efficiency of the neural network. We found a gauge invariant neural network is successful in the 2-dimensional U(1) gauge theory with a complex coupling. We also investigate possibility of the improvement in the learning process.

Primary author

Yusuke Namekawa (Kyoto Univ)

Co-authors

Prof. Kouji Kashiwa (Fukuoka Institute of Technology) Dr Hidefumi Matsuda (Fudan university) Prof. Akira Ohnishi (Kyoto University) Hayato Takase

Presentation materials