# Dynamic Marketing Uplift Modeling: A Symmetry-Preserving Framework Integrating Causal Forests with Deep Reinforcement Learning for Personalized Intervention Strategies

> Research article (Symmetry, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4409535856](https://www.wikidata.org/wiki/openalex:W4409535856)  
**Source**: https://4ort.xyz/entity/dynamic-marketing-uplift-modeling-a-symmetry-preserving-framework-integrating-causal-forests-with-deep-reinforcement-lea