Historical context & research account
The original LoRA paper appears in 2021, reducing fine-tuning costs by freezing a main model and training low-rank update matrices. During 2022–2023, the Stable Diffusion community adapts this into small exchangeable modules for styles, characters, clothing, poses and likenesses. Style and identity can circulate as lightweight model files as well as names in prompts.
Dates & version record
Date displayed for this node：2022–2023 · Date recorded in the research master：2022–2023
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Original sources & further reading
These links lead to the cited paper, article, institution or conference page. External texts retain their source languages.
LoRA: Low-Rank Adaptation of Large Language Models + diffusion community adoption
https://arxiv.org/abs/2106.09685
Current cited URL
Provenance, translation & verification
Archive node #092 · Historical node
Research masters & supplement references · 2
AI Art Genealogy Research Master · p. 27 · 092
Date as recorded: 2022–2023
LoRA: Low-Rank Adaptation of Large Language Models + diffusion community adoption ↗
LoRA: Low-Rank Adaptation of Large Language Models + diffusion community adoption
GenAI Visual Release Chronology Research Master · p. 11 · R051
Date as recorded: 2022–2023
LoRA: Low-Rank Adaptation of Large Language Models + diffusion community adoption ↗
LoRA Enters the Stable Diffusion Ecosystem
Archive account adapted from the masters, not a full translation of the linked work. AI-assisted translation; human review pending.
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Cite this node
ANTI-AI ARCHIVE. LoRA: Low-Rank Adaptation of Large Language Models + diffusion community adoption. Art-history node #092. https://salondesrefuses.cn/en/art-history/092
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