Publications

Semi-supervised learning of hierarchical representations of molecules with neural message passing

Machine Learning for Molecules and Materials in NIPS 2017

Chemoinformatics / Materials Science

By : Hai Nguyen, Shin-ichi Maeda, Kenta Oono

Neural Sequence Model Training via α-divergence Minimization

Workshop on Learning to Generate Natural Language in ICML 2017

Machine Learning / Deep Learning

By : Sotetsu Koyamada, Yuta Kikuchi, Atsunori Kanemura, Shin-ichi Maeda, Shin Ishii

Synthetic Gradient Methods with Virtual Forward-Backward Networks

ICLR2017 Workshop

Machine Learning / Deep Learning

By : Takeru Miyato, Daisuke Okanohara, Shin-ichi Maeda, Masanori Koyama

Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning

IEEE TPAMI

Machine Learning / Deep Learning

By : Takeru Miyato, Shin-ichi Maeda, Masanori Koyama, Shin Ishii