Validated Intent Compilation for Constrained Routing in LEO Mega-Constellations
Operating LEO mega-constellations requires translating high-level operator intents ("reroute financial traffic away from polar links under 80 ms") into low-level routing constraints -- a task that demands both natural language understanding and network-domain expertise. We present an end-to-end system comprising three components: (1) a GNN cost-to-go router that distills Dijkstra-quality routing into a 152K-parameter graph attention network achieving 99.8% packet delivery ratio with 17x inference speedup; (2) an LLM intent compiler that converts natural language to a typed constraint intermediate representation using few-shot prompting with a verifier-feedback repair loop, achieving 98.4%...
| Authors | Yuanhang Li |
|---|---|
| Primary category | cs.CR |
| Published | 8 April 2026 |
| Last updated at source | 8 April 2026 |
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