Search Results for author: Xiaotian Song

Found 2 papers, 0 papers with code

Differentiable Genetic Programming for High-dimensional Symbolic Regression

no code implementations18 Apr 2023 Peng Zeng, Xiaotian Song, Andrew Lensen, Yuwei Ou, Yanan sun, Mengjie Zhang, Jiancheng Lv

With these designs, the proposed DGP method can efficiently search for the GP trees with higher performance, thus being capable of dealing with high-dimensional SR. To demonstrate the effectiveness of DGP, we conducted various experiments against the state of the arts based on both GP and deep neural networks.

Interpretable Machine Learning regression +2

Efficient Evaluation Methods for Neural Architecture Search: A Survey

no code implementations14 Jan 2023 Xiangning Xie, Xiaotian Song, Zeqiong Lv, Gary G. Yen, Weiping Ding, Yanan sun

In surveying each category, we further discuss the design principles and analyze the strength and weaknesses to clarify the landscape of existing EEMs, thus making easily understanding the research trends of EEMs.

Neural Architecture Search

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