Search Results for author: Nozomu Yoshinari

Found 3 papers, 2 papers with code

Probabilistic Model-Based Dynamic Architecture Search

no code implementations ICLR 2019 Nozomu Yoshinari, Kento Uchida, Shota Saito, Shinichi Shirakawa, Youhei Akimoto

The experimental results show that the proposed architecture search method is fast and can achieve comparable performance to the existing methods.

Image Classification Neural Architecture Search

NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters

1 code implementation19 Oct 2021 Yoichi Hirose, Nozomu Yoshinari, Shinichi Shirakawa

Building the benchmark dataset for joint optimization of architecture and training hyperparameters is essential to further NAS research.

4k Benchmarking +1

Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search

1 code implementation21 May 2019 Youhei Akimoto, Shinichi Shirakawa, Nozomu Yoshinari, Kento Uchida, Shota Saito, Kouhei Nishida

It accepts arbitrary search space (widely-applicable) and enables to employ a gradient-based simultaneous optimization of weights and architecture (fast).

Image Classification Neural Architecture Search

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