# Contrasting Exploration in Parameter and Action Space: A Zeroth-Order Optimization Perspective

> Research article (arXiv (Cornell University), 2019) · cited 16× · AI/ML

**Wikidata**: [openalex:W2912541037](https://www.wikidata.org/wiki/openalex:W2912541037)  
**Source**: https://4ort.xyz/entity/contrasting-exploration-in-parameter-and-action-space-a-zeroth-order-optimization-perspective