Improving learnability of neural networks: adding supplementary axes to disentangle data representation

Bukweon Kim, Sung Min Lee, Jin Keun Seo

Over-parameterized deep neural networks have proven to be able to learn an arbitrary dataset with 100$\%$ training accuracy. Because of a risk of overfitting and computational cost…