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LMTree: Leveraging LLMs with Monte Carlo Tree Search for Automated Feature Engineering.

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Title: LMTree: Leveraging LLMs with Monte Carlo Tree Search for Automated Feature Engineering.
Authors: Qin, Guozhong1, gs.gzqin24@gzu.edu.cn, Xu, Yutian1, gs.ytxu22@gzu.edu.cn, Chen, Panfeng1, pfchen@gzu.edu.cn, Ma, Dan1, dma@gzu.edu.cn, Xu, Huarong1, hrxu@gzu.edu.cn, Chen, Mei1, mchen@gzu.edu.cn, Li, Hui1, cse.huili@gzu.edu.cn, Wang, Yanhao2, yhwang@dase.ecnu.edu.cn
Source: Machine Learning; May2026, Vol. 115 Issue 5, p1-32, 32p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 193648835
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
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  Data: LMTree: Leveraging LLMs with Monte Carlo Tree Search for Automated Feature Engineering.
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  Data: <searchLink fieldCode="AU" term="%22Qin%2C+Guozhong%22">Qin, Guozhong</searchLink><relatesTo>1</relatesTo>, <i>gs.gzqin24@gzu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Xu%2C+Yutian%22">Xu, Yutian</searchLink><relatesTo>1</relatesTo>, <i>gs.ytxu22@gzu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Chen%2C+Panfeng%22">Chen, Panfeng</searchLink><relatesTo>1</relatesTo>, <i>pfchen@gzu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Ma%2C+Dan%22">Ma, Dan</searchLink><relatesTo>1</relatesTo>, <i>dma@gzu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Xu%2C+Huarong%22">Xu, Huarong</searchLink><relatesTo>1</relatesTo>, <i>hrxu@gzu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Chen%2C+Mei%22">Chen, Mei</searchLink><relatesTo>1</relatesTo>, <i>mchen@gzu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Li%2C+Hui%22">Li, Hui</searchLink><relatesTo>1</relatesTo>, <i>cse.huili@gzu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Wang%2C+Yanhao%22">Wang, Yanhao</searchLink><relatesTo>2</relatesTo>, <i>yhwang@dase.ecnu.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22Machine+Learning%22">Machine Learning</searchLink>; May2026, Vol. 115 Issue 5, p1-32, 32p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=193648835
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        Value: 10.1007/s10994-026-07044-8
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              Text: May2026
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