mlsanityData to 14 Oct 2026

A Preliminary Exploration of the Differences and Conjunction of Traditional PNT and Brain-inspired PNT

arXiv 2510.16771 ↗First posted 19 Oct 2025cs.ROcited by 1

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Abstract (arXiv)

Developing universal Positioning, Navigation, and Timing (PNT) is our enduring goal. Today's complex environments demand PNT that is more resilient, energy-efficient and cognitively capable. This paper asks how we can endow unmanned systems with brain-inspired spatial cognition navigation while exploiting the high precision of machine PNT to advance universal PNT. We provide a new perspective and roadmap for shifting PNT from "tool-oriented" to "cognition-driven". Contributions: (1) multi-level dissection of differences among traditional PNT, biological brain PNT and brain-inspired PNT; (2) a four-layer (observation-capability-decision-hardware) fusion framework that unites numerical precision and brain-inspired intelligence; (3) forward-looking recommendations for future development of brain-inspired PNT.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 19 Oct 2025.

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