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Kewei Sun

2 accepted papers

2021

Rethinking Bi-Level Optimization in Neural Architecture Search: A Gibbs Sampling Perspective

AAAI 2021technical

One-Shot architecture search, which aims to explore all possible operations jointly based on a single model, has been an active direction of Neural Architecture Search (NAS). As a well-known one-shot solution, Differentiable Architecture Search (DARTS) performs continuous relaxation on the architect…

Cited by 29SourcePDFScholar
2020

MergeNAS: Merge Operations into One for Differentiable Architecture Search

IJCAI 2020poster

Differentiable architecture search (DARTS) has been a promising one-shot architecture search approach for its mathematical formulation and competitive results. However, besides its caused high memory utilization and a large computation requirement, many research works have shown that DARTS also ofte…

Cited by 0SourcePDFScholar