A Constrained RL Approach for Cost-Efficient Delivery of Latency-Sensitive Applications
Next-generation networks aim to provide performance guarantees to real-time interactive services that require timely and cost-efficient packet delivery. In this context, the goal is to reliably deliver packets with strict deadlines imposed by the application while minimizing overall resource allocation cost. A large body of work has leveraged stochastic optimization techniques to design efficient dynamic routing and scheduling solutions under average delay constraints; however, these methods fall short when faced with strict per-packet delay requirements. We formulate the minimum-cost delay-constrained network control problem as a constrained Markov decision process and utilize constraine...
| Authors | Ozan Aygün, Vincenzo Norman Vitale, Antonia M. Tulino et al. |
|---|---|
| Primary category | cs.NI |
| Published | 4 March 2026 |
| Last updated at source | 4 March 2026 |
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