49 citations · 49 across the 3 of their papers we have counts for
3 papers
Statistical Mechanical Analysis of Catastrophic Forgetting in Continual Learning with Teacher and Student Networks
Haruka Asanuma, Shiro Takagi, Yoshihiro Nagano +3
When a computational system continuously learns from an ever-changing environment, it rapidly forgets its past experiences. This phenomenon is called catastrophic forgetting. While…
A Wrapped Normal Distribution on Hyperbolic Space for Gradient-Based Learning
Yoshihiro Nagano, Shoichiro Yamaguchi, Yasuhiro Fujita +1
Hyperbolic space is a geometry that is known to be well-suited for representation learning of data with an underlying hierarchical structure. In this paper, we present a novel hype…
Concept Formation and Dynamics of Repeated Inference in Deep Generative Models
Yoshihiro Nagano, Ryo Karakida, Masato Okada
Deep generative models are reported to be useful in broad applications including image generation. Repeated inference between data space and latent space in these models can denois…