Search Results for author: Sohyun An

Found 2 papers, 2 papers with code

DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models

1 code implementation26 May 2023 Sohyun An, Hayeon Lee, Jaehyeong Jo, Seanie Lee, Sung Ju Hwang

To tackle such limitations of existing NAS methods, we propose a paradigm shift from NAS to a novel conditional Neural Architecture Generation (NAG) framework based on diffusion models, dubbed DiffusionNAG.

Bayesian Optimization Neural Architecture Search +1

Meta-prediction Model for Distillation-Aware NAS on Unseen Datasets

1 code implementation26 May 2023 Hayeon Lee, Sohyun An, Minseon Kim, Sung Ju Hwang

Previous DaNAS methods have mostly tackled the search for the neural architecture for fixed datasets and the teacher, which are not generalized well on a new task consisting of an unseen dataset and an unseen teacher, thus need to perform a costly search for any new combination of the datasets and the teachers.

Meta-Learning Neural Architecture Search

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