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Eric Christiansen

2 accepted papers

2022

Wisdom of Committees: An Overlooked Approach To Faster and More Accurate Models

ICLR 2022poster

Committee-based models (ensembles or cascades) construct models by combining existing pre-trained ones. While ensembles and cascades are well-known techniques that were proposed before deep learning, they are not considered a core building block of deep model architectures and are rarely compared to…

Cited by 60SourcePDFScholar
2019

NAS-Bench-101: Towards Reproducible Neural Architecture Search

ICML 2019oral

Recent advances in neural architecture search (NAS) demand tremendous computational resources, which makes it difficult to reproduce experiments and imposes a barrier-to-entry to researchers without access to large-scale computation. We aim to ameliorate these problems by introducing NAS-Bench-101,…