50 citations · 153 across the 35 of their papers we have counts for
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cs.IT2019★ 1 cited
Evaluation of Error Probability of Classification Based on the Analysis of the Bayes Code: Extension and Example
Shota Saito, Toshiyasu Matsushima
Suppose that we have two training sequences generated by parametrized distributions and , where and are unknown true parameters. Given training seque…
cs.NE2019★ 5 cited
Controlling Model Complexity in Probabilistic Model-Based Dynamic Optimization of Neural Network Structures
Shota Saito, Shinichi Shirakawa
A method of simultaneously optimizing both the structure of neural networks and the connection weights in a single training loop can reduce the enormous computational cost of neura…
cs.LG2019★ 50 cited
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search
Youhei Akimoto, Shinichi Shirakawa, Nozomu Yoshinari +3
High sensitivity of neural architecture search (NAS) methods against their input such as step-size (i.e., learning rate) and search space prevents practitioners from applying them…