# Time series is not enough: Financial Transformer Reinforcement Learning for portfolio management

> Research article (Neurocomputing, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4410835569](https://www.wikidata.org/wiki/openalex:W4410835569)  
**Source**: https://4ort.xyz/entity/time-series-is-not-enough-financial-transformer-reinforcement-learning-for-portfolio-management