MpSub: A Momentum p-Dimensional Subspace Trust-Region Method for Derivative-Free Fine-Tuning of Large Language Models. Wang, Y., Yao, H., & Xie, P. September, 2026.
Paper doi bibtex @misc{wang-yao-xie-2026-mpsub,
author = {Yuyang Wang and Haoyu Yao and Pengcheng Xie},
title = {{MpSub}: A Momentum p-Dimensional Subspace Trust-Region Method for Derivative-Free Fine-Tuning of Large Language Models},
year = {2026},
month = sep,
eprint = {2609.07666},
archivePrefix = {arXiv},
primaryClass = {cs.LG},
doi = {10.48550/arXiv.2609.07666},
url = {https://arxiv.org/abs/2609.07666},
keywords = {machine learning, optimization}
}
Downloads: 0
{"_id":"XfA4bFYo7CjsW2mAb","bibbaseid":"wang-yao-xie-mpsubamomentumpdimensionalsubspacetrustregionmethodforderivativefreefinetuningoflargelanguagemodels-2026","author_short":["Wang, Y.","Yao, H.","Xie, P."],"bibdata":{"bibtype":"misc","type":"misc","author":[{"firstnames":["Yuyang"],"propositions":[],"lastnames":["Wang"],"suffixes":[]},{"firstnames":["Haoyu"],"propositions":[],"lastnames":["Yao"],"suffixes":[]},{"firstnames":["Pengcheng"],"propositions":[],"lastnames":["Xie"],"suffixes":[]}],"title":"MpSub: A Momentum p-Dimensional Subspace Trust-Region Method for Derivative-Free Fine-Tuning of Large Language Models","year":"2026","month":"September","eprint":"2609.07666","archiveprefix":"arXiv","primaryclass":"cs.LG","doi":"10.48550/arXiv.2609.07666","url":"https://arxiv.org/abs/2609.07666","keywords":"machine learning, optimization","bibtex":"@misc{wang-yao-xie-2026-mpsub,\n author = {Yuyang Wang and Haoyu Yao and Pengcheng Xie},\n title = {{MpSub}: A Momentum p-Dimensional Subspace Trust-Region Method for Derivative-Free Fine-Tuning of Large Language Models},\n year = {2026},\n month = sep,\n eprint = {2609.07666},\n archivePrefix = {arXiv},\n primaryClass = {cs.LG},\n doi = {10.48550/arXiv.2609.07666},\n url = {https://arxiv.org/abs/2609.07666},\n keywords = {machine learning, optimization}\n}\n\n","author_short":["Wang, Y.","Yao, H.","Xie, P."],"key":"wang-yao-xie-2026-mpsub","id":"wang-yao-xie-2026-mpsub","bibbaseid":"wang-yao-xie-mpsubamomentumpdimensionalsubspacetrustregionmethodforderivativefreefinetuningoflargelanguagemodels-2026","role":"author","urls":{"Paper":"https://arxiv.org/abs/2609.07666"},"keyword":["machine learning","optimization"],"metadata":{"authorlinks":{}},"html":""},"bibtype":"misc","biburl":"https://pxie98.github.io/xpcpublication.bib","dataSources":["MDXYzDiXnZHWF2wpy"],"keywords":["machine learning","optimization"],"search_terms":["mpsub","momentum","dimensional","subspace","trust","region","method","derivative","free","fine","tuning","large","language","models","wang","yao","xie"],"title":"MpSub: A Momentum p-Dimensional Subspace Trust-Region Method for Derivative-Free Fine-Tuning of Large Language Models","year":2026}