# LoRA parameter-efficient adaptation **Entity class:** Concept or analytic term **Collections:** [[collections/Neurotech|Neurotech]] · [[collections/Consciousness Continuity|Consciousness Continuity]] ## Definition **LoRA parameter-efficient adaptation** is a concept or analytic term. The source corpus interprets the relationship this way: [[wiki/reference-plus-delta architecture|reference-plus-delta architecture]] has a technical analogue in **LoRA parameter-efficient adaptation**. The entry centers on the concept's meaning, practical use, and boundaries, together with the examples that make the distinction operational rather than merely verbal. ## Relationships <!-- BEGIN HUMANIZED RELATIONSHIPS 2026-09-11 --> This entry is routed through [[collections/Neurotech|Neurotech]] and [[collections/Consciousness Continuity|Consciousness Continuity]]. Its source context is developed in [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]]. Status-qualified source edges are preserved in the terminal Research Edges section. ### Key Relationships - The source corpus interprets the relationship this way: [[wiki/reference-plus-delta architecture|reference-plus-delta architecture]] has a technical analogue in **LoRA parameter-efficient adaptation**. <!-- END HUMANIZED RELATIONSHIPS 2026-09-11 --> ## Research Edges <!-- BEGIN CONSCIOUSNESS MAPPING TRANSFER RELATIONSHIP GRAPH 2026-09-10 --> #### Consciousness mapping and transfer graph patch — 2026-09-10 **Collections:** [[collections/Neurotech|Neurotech]] · [[collections/Consciousness Continuity|Consciousness Continuity]] **Relationship source:** [[research/Consciousness Mapping and Transfer Ecosystem Relationship Graph - 2026-09-10|Consciousness Mapping and Transfer Ecosystem Relationship Graph — 2026-09-10]] **Related source articles:** [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]] · [[articles/The Architecture of Continuity and Emerging Neuroinformatics Standards|The Architecture of Continuity and Emerging Neuroinformatics Standards]] · [[articles/2026 Annual Report on Brain-Computer Interfaces|2026 Annual Report on Brain-Computer Interfaces]] · [[articles/The Organic-Synthetic Brain Atlas|The Organic-Synthetic Brain Atlas]] #### Incoming typed edges - **Edge 645 — [[wiki/reference-plus-delta architecture|reference-plus-delta architecture]] `has_analogue` → this entry** — **ARTICLE_ANALYTIC**; evidence `ARTICLE_NEW`. Core architecture of the rebuilt article; treat as synthesis unless separately verified. <!-- END CONSCIOUSNESS MAPPING TRANSFER RELATIONSHIP GRAPH 2026-09-10 -->