Revision History
LoRA (Low-Rank Adaptation) · 11 revisions
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Recent edit summaries
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- Correction: Reconstructed LoRA's definition, mathematics, initialization, scaling, targeting, efficiency boundaries, original evidence, variants, QLoRA, serving, composition, reproducibility, and limitations; corrected the Prefix-Tuning comparison and bounded the NeurIPS 2025 spectral comparison; removed unsupported deployment, popularity, and universal-performance claims.
Version 11 · Jul 30, 2026, 02:51 AM
- Added 6 contextual internal links
Version 10 · Jul 23, 2026, 03:01 PM
- Render formulas with LaTeX math notation
Version 9 · Jul 11, 2026, 10:31 PM