# Transfer learning for improved generalizability in causal physics-informed neural networks for beam simulations

> Research article (Engineering Applications of Artificial Intelligence, 2024) · cited 43× · AI/ML

**Wikidata**: [openalex:W4391922034](https://www.wikidata.org/wiki/openalex:W4391922034)  
**Source**: https://4ort.xyz/entity/transfer-learning-for-improved-generalizability-in-causal-physics-informed-neural-networks-for-beam-simulations