# Sample‐efficient inverse design of freeform nanophotonic devices with physics‐informed reinforcement learning

> Research article (Nanophotonics, 2024) · cited 26× · AI/ML

**Wikidata**: [openalex:W4392195041](https://www.wikidata.org/wiki/openalex:W4392195041)  
**Source**: https://4ort.xyz/entity/sampleefficient-inverse-design-of-freeform-nanophotonic-devices-with-physicsinformed-reinforcement-learning