Kaito Watanabe

Engineer,
Science Group,
Research and Development Department,
LPIXEL Inc., Japan.

E-mail: kaito.watanabe [at] lpixel.net

Research interests: Theory of Deep Learning, Machine Learning for Medical Image

Publications

Journal

Kaito Watanabe, Kotaro Sakamoto, Ryo Karakida, Sho Sonoda, Shun-ichi Amari,
"Deep Learning in Random Neural Fields: Numerical Experiments via Neural Tangent Kernel",
Neural Networks, 160:148-163, 2023.

International conference and workshop

Kaito Watanabe, Kotaro Sakamoto, Ryo Karakida, Sho Sonoda, Shun-ichi Amari,
"Random Neural Field Learning: Formalization and Numerical Experiments via NTK",
ACML 2019 Workshop on Statistics & Machine Learning Researchers in Japan, Nagoya, Japan, Nov 17-19, 2019. (poster)

Profile

Education

2012/04	-	2016/03 :	Department of Mathematics, Bachelor of Science, Waseda University, Japan.
2018/04	-	2020/03 :	Department of Computer Science, Graduate School of Systems and Information Engineering, University of Tsukuba, Japan.

Work experiences

2016/04	-	2017/03 :	Osaka Pension Sales Department I at Sumitomo Mitsui Trust Bank, Limited
2018/10	-	2019/03 :	Research Assistant at National Institute of Advanced Industrial Science and Technology (AIST)
2019/04	-	2020/03 :	Technical Staff at National Institute of Advanced Industrial Science and Technology (AIST)
2020/04	-	2020/07 :	Data Scientist at SERAKU Co.,Ltd.
2020/08	-	2022/01 :	Engineer at Araya Inc.
2022/02	-	current :	Engineer at LPIXEL Inc.