Minimal Width for Universal Property of Deep RNN

no code implementations • 25 Nov 2022 • Chang hoon Song, Geonho Hwang, Jun Ho Lee, Myungjoo Kang

In this study, we prove the universality of deep narrow RNNs and show that the upper bound of the minimum width for universality can be independent of the length of the data.

Learning from Data with Noisy Labels Using Temporal Self-Ensemble

no code implementations • 21 Jul 2022 • Jun Ho Lee, Jae Soon Baik, Tae Hwan Hwang, Jun Won Choi

By combining the aforementioned metrics, we present the proposed {\it self-ensemble-based robust training} (SRT) method, which can filter the samples with noisy labels to reduce their influence on training.