Publications

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A ConvNet for the 2020s

The "Roaring 20s" of visual recognition began with the introduction of Vision Transformers (ViTs), which quickly superseded ConvNets as the state-of-the-art image classification...

2022 2022 IEEE/CVF Conference on Computer ... 5683 citations

Optuna

The purpose of this study is to introduce new design-criteria for next-generation hyperparameter optimization software. The criteria we propose include (1) define-by-run API tha...

2019 5681 citations

A Direct Approach to False Discovery Rates

Summary Multiple-hypothesis testing involves guarding against much more complicated errors than single-hypothesis testing. Whereas we typically control the type I error rate for...

2002 Journal of the Royal Statistical Soci... 5607 citations

Testing Statistical Hypotheses

This chapter presents the basic concepts and results of the theory of testing statistical hypotheses. The generalized likelihood ratio tests that are discussed can be applied to...

2021 Wiley series in probability and stati... 5220 citations