# Transfer Learning in Physics‐Informed Neurals Networks: Full Fine‐Tuning, Lightweight Fine‐Tuning, and Low‐Rank Adaptation

> Research article (International journal of mechanical system dynamics, 2025) · cited 34× · AI/ML

**Wikidata**: [openalex:W4411097826](https://www.wikidata.org/wiki/openalex:W4411097826)  
**Source**: https://4ort.xyz/entity/transfer-learning-in-physicsinformed-neurals-networks-full-finetuning-lightweight-finetuning-and-lowrank-adaptation