Yasutaka Furusho

Theoretical analysis of skip connections and batch normalization from generalization and optimization perspectives

Kazushi Ikeda, Yasutaka Furusho, K. Ikeda, 2020, APSIPA Transactions on Signal and Information Processing.

ResNet and Batch-normalization Improve Data Separability

Kazushi Ikeda, Yasutaka Furusho, K. Ikeda, 2019, ACML.

Effects of Skip-Connection in ResNet and Batch-Normalization on Fisher Information Matrix

Kazushi Ikeda, Yasutaka Furusho, K. Ikeda, 2019, INNSBDDL.

Skipping Two Layers in ResNet Makes the Generalization Gap Smaller than Skipping One or No Layer

Kazushi Ikeda, Yasutaka Furusho, Tongliang Liu, 2019, INNSBDDL.