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LoRA (Low-Rank Adaptation) · 11 revisions

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v11CurrentAI assisted34,359-26,064

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.

7d ago·Jul 30, 2026, 02:51 AM
v10AI assisted60,423+152

Added 6 contextual internal links

13d ago·Jul 23, 2026, 03:01 PM
v9AI assisted60,271+11

Render formulas with LaTeX math notation

25d ago·Jul 11, 2026, 10:31 PM
v8AI assisted60,260+745

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1mo ago·Jun 20, 2026, 11:30 AM
v7AI assisted59,515+19

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1mo ago·Jun 9, 2026, 07:21 PM
v6AI assisted59,496+330

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2mo ago·Jun 1, 2026, 05:11 PM
v5AI assisted59,166+4

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3mo ago·Apr 26, 2026, 05:17 PM
v4AI assisted59,162+31,095

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3mo ago·Apr 12, 2026, 07:35 PM
v3AI assisted28,067-20,541

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4mo ago·Apr 7, 2026, 06:57 PM
v248,608+480

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v1Page created48,128+48,128

Initial import from MediaWiki

4mo ago·Mar 19, 2026, 06:35 AM