KnitLoRA: bridging low-rank adaptation as interwoven layers for deeper semantic reasoning

Hongjie Qiu, Youyou Ning, Jinqiang Li, Xiangrong Zhu, Yifan Gong, Liqi Yan, Fangli Guan, Jianhui Zhang, Fuli Feng, Zenglin Xu, Qifan Wang, Pan Li

Open source

DOI
10.1038/s41598-026-47668-3
Published
2026-04-16
Container
Scientific Reports
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s41598-026-47668-3,
  title = {KnitLoRA: bridging low-rank adaptation as interwoven layers for deeper semantic reasoning},
  author = {Hongjie Qiu and Youyou Ning and Jinqiang Li and Xiangrong Zhu and Yifan Gong and Liqi Yan and Fangli Guan and Jianhui Zhang and Fuli Feng and Zenglin Xu and Qifan Wang and Pan Li},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-47668-3},
  url = {https://doi.org/10.1038/s41598-026-47668-3}
}

RIS

TY  - JOUR
TI  - KnitLoRA: bridging low-rank adaptation as interwoven layers for deeper semantic reasoning
AU  - Hongjie Qiu
AU  - Youyou Ning
AU  - Jinqiang Li
AU  - Xiangrong Zhu
AU  - Yifan Gong
AU  - Liqi Yan
AU  - Fangli Guan
AU  - Jianhui Zhang
AU  - Fuli Feng
AU  - Zenglin Xu
AU  - Qifan Wang
AU  - Pan Li
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-47668-3
UR  - https://doi.org/10.1038/s41598-026-47668-3
ER  - 

APA

Qiu, H., Ning, Y., Li, J., Zhu, X., Gong, Y., Yan, L., Guan, F., Zhang, J., Feng, F., Xu, Z., Wang, Q., & Li, P. (2026). KnitLoRA: bridging low-rank adaptation as interwoven layers for deeper semantic reasoning. Scientific Reports. https://doi.org/10.1038/s41598-026-47668-3

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