Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search. - Youhei Akimoto; Shinichi Shirakawa; Nozomu Yoshinari; Kento Uchida; Shota Saito; Kouhei Nishida (ICML, 2019)

NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters. - Yoichi Hirose; Nozomu Yoshinari; Shinichi Shirakawa (ACML, 2021)

Bandit-Based Prompt Design Strategy Selection Improves Prompt Optimizers. - Rin Ashizawa; Yoichi Hirose; Nozomu Yoshinari; Kento Uchida; Shinichi Shirakawa (ACL (Findings), 2025)