Deep Learning-Based Sleep Staging with Acceleration and Heart Rate Data of a Consumer Wearable Device. - Sota Kudo; Zheng Chen 012; Naoaki Ono; Md. Altaf-Ul-Amin; Shigehiko Kanaya; Ming Huang 002 (LifeTech, 2022)

Flexible variational information bottleneck: Achieving diverse compression with a single training. - Sota Kudo; Naoaki Ono; Shigehiko Kanaya; Ming Huang 002 (Neurocomputing, 2025)

Label Smoothing is a Pragmatic Information Bottleneck. - Sota Kudo (Trans. Mach. Learn. Res., 2025)