An integrated GNN-based router, LLM intent compiler with verifier loop, and 8-pass deterministic validator translate natural language intents to constrained LEO routing with 99.8% packet delivery, 98.4% compilation success, and zero unsafe acceptances on infeasible cases.
Toward a unified routing framework for delay-tolerant networking
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Validated Intent Compilation for Constrained Routing in LEO Mega-Constellations
An integrated GNN-based router, LLM intent compiler with verifier loop, and 8-pass deterministic validator translate natural language intents to constrained LEO routing with 99.8% packet delivery, 98.4% compilation success, and zero unsafe acceptances on infeasible cases.