Search Results for author: Xueli Xiao

Found 4 papers, 1 papers with code

Intelligent gradient amplification for deep neural networks

no code implementations29 May 2023 Sunitha Basodi, Krishna Pusuluri, Xueli Xiao, Yi Pan

Deep learning models offer superior performance compared to other machine learning techniques for a variety of tasks and domains, but pose their own challenges.

Deep Neural Networks with Short Circuits for Improved Gradient Learning

no code implementations23 Sep 2020 Ming Yan, Xueli Xiao, Joey Tianyi Zhou, Yi Pan

Deep neural networks have achieved great success both in computer vision and natural language processing tasks.

Efficient Hyperparameter Optimization in Deep Learning Using a Variable Length Genetic Algorithm

1 code implementation23 Jun 2020 Xueli Xiao, Ming Yan, Sunitha Basodi, Chunyan Ji, Yi Pan

However, traditional genetic algorithms with fixed-length chromosomes may not be a good fit for optimizing deep learning hyperparameters, because deep learning models have variable number of hyperparameters depending on the model depth.

Hyperparameter Optimization

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