# CHAMFormer: Dual heterogeneous three-stages coupling and multivariate feature-aware learning network for traffic flow forecasting

> Research article (Expert Systems with Applications, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4405260655](https://www.wikidata.org/wiki/openalex:W4405260655)  
**Source**: https://4ort.xyz/entity/chamformer-dual-heterogeneous-three-stages-coupling-and-multivariate-feature-aware-learning-network-for-traffic-flow-for