# Combining Lyapunov Optimization and Deep Reinforcement Learning for D2D Assisted Heterogeneous Collaborative Edge Caching

> Research article (IEEE Transactions on Network and Service Management, 2024) · cited 17× · AI/ML

**Wikidata**: [openalex:W4391467959](https://www.wikidata.org/wiki/openalex:W4391467959)  
**Source**: https://4ort.xyz/entity/combining-lyapunov-optimization-and-deep-reinforcement-learning-for-d2d-assisted-heterogeneous-collaborative-edge-cachin