Takeru Miyato

Affiliation

Ph.D. student at Autonomous Vision Group, University of Tübingen under ELLIS Ph.D program. I am supervised by Andreas Geiger (UTübingen) and Max Welling (UvA). I am also working for Preferred Networks, Inc. as a part-time researcher.
I worked at ATR, Google Brain (as an intern) and did my Master at Integrated System Biology Labratory, Kyoto University.

Selected Publications

1. Takeru Miyato, Bernhard Jaeger, Max Welling, and Andreas Geiger
   GTA: A Geometry-Aware Attention Mechanism for Multi-View Transformers.
   ICLR, 2024.
   [project page] [code] [arXiv] [OpenReview]
2. Masanori Koyama, Kenji Fukumizu, Kohei Hayashi, and Takeru Miyato
   Neural Fourier Transform: A General Approach to Equivariant Representation Learning.
   ICLR, 2024.
   [code] [arXiv] [OpenReview]
3. Takeru Miyato*, Masanori Koyama*, and Kenji Fukumizu
   Unsupervised Learning of Equivariant Structure from Sequences.
   NeurIPS, 2022.
   [code] [arXiv] [OpenReview] [poster]
4. Takeru Miyato, Shin-ichi Maeda, Masanori Koyama and Shin Ishii
   Virtual Adversarial Training : A Regularization Method for Supervised and Semi-Supervised Learning.
   IEEE TPAMI, 2019.
   [code (TF)] [code (Chainer)] [arXiv]
5. Takeru Miyato, Toshiki Kataoka, Masanori Koyama and Yuichi Yoshida
   Spectral Normalization for Generative Adversarial Networks.
   ICLR, 2018. (accepted for oral presentation)
   [code] [code (on ImageNet)] [OpenReview]
6. Takeru Miyato and Masanori Koyama
   cGANs with Projection Discriminator.
   ICLR, 2018.
   [code] [OpenReview]
7. Takeru Miyato, Andrew M. Dai and Ian Goodfellow
   Adversarial Training Methods for Semi-Supervised Text Classification.
   ICLR, 2017.
   [code (Chainer, by @aonotas)] [code (TF)] [arXiv] [slide] [poster] [OpenReview]

Education

• Ph.D. Computer Science – University of Tübingen, Sep. 2022 - (now)
• M.S. Informatics – Graduate School of Informatics, Kyoto University, April 2014 - March 2016.
• B.E. Electronic Engineering – Kyoto University, April 2010 - March 2014.

Working Experiences

• Preferred Networks Inc., Tokyo, Japan, 09/2016 - (now)
• Part-time researcher. 11/2021 -
• Full-time researcher. 06/2016 - 09/2021
• Advanced Telecommunications Research Institute International (ATR), Kyoto, Japan, 06/2016 - 08/2016
• Full-time research engineer, 06/2016 - 08/2016
• Google Inc., Mountain View CA, 01/2016 - 05/2016.
• Software Engineer Intern (Research oriented) at Google Brain, under supervision of Dr. Andrew M. Dai and Dr. Ian Goodfellow.
  

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