Search Results for author: Yi-Wei Chen

Found 6 papers, 2 papers with code

ACE: Adaptive Constraint-aware Early Stopping in Hyperparameter Optimization

no code implementations4 Aug 2022 Yi-Wei Chen, Chi Wang, Amin Saied, Rui Zhuang

Deploying machine learning models requires high model quality and needs to comply with application constraints.

Fairness Hyperparameter Optimization

Efficient Differentiable Neural Architecture Search with Model Parallelism

no code implementations1 Jan 2021 Yi-Wei Chen, Qingquan Song, Xia Hu

Differentiable NAS with supernets that encompass all potential architectures in a large graph cuts down search overhead to few GPU days or less.

Neural Architecture Search

Quantum Language Model with Entanglement Embedding for Question Answering

no code implementations23 Aug 2020 Yi-Wei Chen, Yu Pan, Daoyi Dong

Quantum Language Models (QLMs) in which words are modelled as quantum superposition of sememes have demonstrated a high level of model transparency and good post-hoc interpretability.

Language Modelling Question Answering

Techniques for Automated Machine Learning

no code implementations21 Jul 2019 Yi-Wei Chen, Qingquan Song, Xia Hu

Automated machine learning (AutoML) aims to find optimal machine learning solutions automatically given a machine learning problem.

Automated Feature Engineering Bayesian Optimization +4

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