--- title: "huggingface/peft: papers citing this GitHub repository" description: "10 papers in the tracked journals link to the GitHub repository huggingface/peft in their Crossref records, the first in 2024; most of them (5) in 2026." url: https://scholar4ai.com/code/github-huggingface-peft markdown_url: https://scholar4ai.com/code/github-huggingface-peft.md license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/) share_text: "10 papers in the tracked journals link to the GitHub repository huggingface/peft in their Crossref records, the first in 2024; most of them (5) in 2026. (as of 2026-11-03)" data_url: https://scholar4ai.com/data/rankings.json updated: 2026-11-03T14:43:26+09:00 window: 2026-10-05 to 2026-11-03 source: OpenAlex (CC0) --- # huggingface/peft: papers linking to it Research papers in the 480 tracked journals that link to huggingface/peft (https://github.com/huggingface/peft), read from their Crossref records: by year, category and journal, the family tree of papers building on one another, and the linked repositories derived from it or that it derives from. - GitHub - 21,869 stars - 2,645 forks - Python - license Apache-2.0 - created 2022 - https://github.com/huggingface/peft All repositories: https://scholar4ai.com/code.md ## Key findings - 10 papers in the tracked journals link to the GitHub repository huggingface/peft in their Crossref records, the first in 2024; most of them (5) in 2026. - By category: AI (10); the journals with the most are Neural Networks (2), Nature Machine Intelligence (2) and Knowledge-Based Systems (1). ## By year *Papers linking to huggingface/peft by publication year* | Year | Papers | |---|---:| | 2024 | 1 | | 2025 | 4 | | 2026 | 5 | ## Journals *Journals whose papers link to huggingface/peft most* | Journal | Papers | |---|---:| | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | 2 | | [Nature Machine Intelligence](https://scholar4ai.com/journals/nature-machine-intelligence.md) | 2 | | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | 1 | | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | 1 | | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | 1 | ## Papers *Papers linking to huggingface/peft, most cited first* | Published | Title | Journal | Authors | Citations | Link | |---|---|---|---|---:|---| | 2025-08-09 | [LoRA dropout as a sparsity regularizer for overfitting reduction](https://doi.org/10.1016/j.knosys.2025.114241) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Yang Lin, Xinyu Ma, Xu Chu et al. | 19 | cites it | | 2024-10-03 | [Engineering flexible machine learning systems by traversing functionally invariant paths](https://doi.org/10.1038/s42256-024-00902-x) | [Nature Machine Intelligence](https://scholar4ai.com/journals/nature-machine-intelligence.md) | Guruprasad Raghavan, Bahey Tharwat, Surya N. Hari et al. | 13 | cites it | | 2026-09-25 | [Parameter-Efficient Fine-Tuning for Foundation Models](https://doi.org/10.1007/s11263-026-03004-w) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Dan Zhang, Tao Feng, Lilong Xue et al. | 7 | cites it | | 2025-04-18 | [Endless forms most similar: the dearth of the author in AI-supported art](https://doi.org/10.1007/s00146-025-02326-6) | [AI & Society](https://scholar4ai.com/journals/ai-society.md) | Max Kreminski | 4 | cites it | | 2025-12-05 | [RaLo: Rank-aware low-rank adaptation for pre-trained foundation models](https://doi.org/10.1016/j.neunet.2025.108423) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Yunsong Deng, Guoxu Zhou, Qibin Zhao | 3 | cites it | | 2026-01-29 | [A survey On large language models for medical time series](https://doi.org/10.1016/j.eswa.2026.131364) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Xingyue Liu, Feizhong Zhou, Hanguang Xiao et al. | 2 | cites it | | 2026-04-01 | [Predicting new research directions in materials science using large language models and concept graphs](https://doi.org/10.1038/s42256-026-01206-y) | [Nature Machine Intelligence](https://scholar4ai.com/journals/nature-machine-intelligence.md) | Thomas Marwitz, Alexander Colsmann, Ben Breitung et al. | 2 | cites it | | 2025-12-26 | [From 2D Images to 3D Model: Segmenting and Reconstructing Acne for Robust Skin Lesion Analysis](https://doi.org/10.1007/s12559-025-10540-z) | [Cognitive Computation](https://scholar4ai.com/journals/cognitive-computation.md) | Chengrui Zhang, Zhaorui Tan, Xi Yang et al. | 1 | cites it | | 2026-05-08 | [A comprehensive review of use cases, misuses, and potential mitigation techniques in generative artificial intelligence](https://doi.org/10.1016/j.neunet.2026.109073) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Kalp Patel, Rishi Ajith, Surendrabikram Thapa et al. | 1 | cites it | | 2026-03-12 | [Capability of large language models in assisting GPs with diagnoses](https://doi.org/10.1007/s10489-025-06827-1) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Ruibin Wang, Abdul Rehman, Tingting Li et al. | 0 | cites it | ## How this is measured Links are read from each paper's Crossref record as its publisher deposited it: the URLs and repository DOIs in its reference list (the software and data it cites) and its supplementary links (“is-supplemented-by”: its own code or data). A paper that gives its code only in the text, a footnote or a data availability statement is not counted, and some publishers deposit reference lists without their URLs, so every count here is a lower bound. Repository details come from the GitHub REST API (stars, forks, and the repository a fork was made from), the Hugging Face Hub API (likes, downloads, and the base model a model was derived from) and DataCite (Zenodo and other data DOIs, and the GitHub release a Zenodo record archives), read again every month. ## Cite this page Scholar4AI. (2026). huggingface/peft: papers linking to it. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/code/github-huggingface-peft ```bibtex @misc{scholar4ai-code-github-huggingface-peft, author = {{Scholar4AI}}, title = {huggingface/peft: papers linking to it}, year = {2026}, howpublished = {\url{https://scholar4ai.com/code/github-huggingface-peft}}, urldate = {2026-11-03}, note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0} } ``` License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).