Publications

International Conference

  1. Yuki Yamanaka, Tomoharu Iwata, Hiroshi Takahashi, Masanori Yamada, Sekitoshi Kanai,
    Autoencoding Binary Classifiers for Supervised Anomaly Detection,
    PRICAI, 2019.
    [paper] [arXiv]
  2. Hiroshi Takahashi, Tomoharu Iwata, Yuki Yamanaka, Masanori Yamada, Satoshi Yagi,
    Variational Autoencoder with Implicit Optimal Priors,
    AAAI, 2019.
    [paper] [arXiv] [code]
  3. Hiroshi Takahashi, Tomoharu Iwata, Yuki Yamanaka, Masanori Yamada, Satoshi Yagi,
    Student-t Variational Autoencoder for Robust Density Estimation,
    IJCAI, 2018.
    [paper] [code]

Preprints

  1. Sekitoshi Kanai, Masanori Yamada, Hiroshi Takahashi, Yuki Yamanaka, Yasutoshi Ida,
    Smoothness Analysis of Loss Functions of Adversarial Training,
    arXiv:2103.01400v1, 2021.
    [arXiv]
  2. Masanori Yamada, Sekitoshi Kanai, Tomoharu Iwata, Tomokatsu Takahashi, Yuki Yamanaka, Hiroshi Takahashi, Atsutoshi Kumagai,
    Adversarial Training Makes Weight Loss Landscape Sharper in Logistic Regression,
    arXiv:2102.02950, 2021.
    [arXiv]
  3. Sekitoshi Kanai, Masanori Yamada, Shin’ya Yamaguchi, Hiroshi Takahashi, Yasutoshi Ida,
    Constraining Logits by Bounded Function for Adversarial Robustness,
    arXiv:2010.02558, 2020.
    [arXiv]

Journal (Written in Japanese)

  1. 高橋大志, 岩田具治, 山中友貴, 山田真徳, 八木哲志, 鹿島久嗣,
    Student-t VAEによるロバスト確率密度推定,
    人工知能学会論文誌, 2021, 36 巻, 3 号, p. A-KA4_1-9.
    [paper]

Contents (Written in Japanese)