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Author

Linus Kramer

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#machine learning Preprint Oct 2026

RangeNav: Task-Aligned LiDAR Range-Image Pretraining for Robot Navigation

RangeNav is presented, a compact (183k parameters) LiDAR range-image encoder pretrained entirely on synthetic data that demonstrates robust navigation through dense crowds, low-light settings, and construction zones where limited-field-of-view depth policies struggle.

Samuel Foo Enze, Manthan Patel, Fan Yang et al. · 0 citations
Preprint Sep 2026

Transformer-based Monte Carlo Localization in Construction Meshes

To be able to perform inspection or digitization tasks, mobile robots on construction sites must be able to localize themselves reliably with respect to a global reference frame that is shared with a building map. Similar room layouts and low-texture surfaces pose a challenge for existing LiDAR- and vision-based locali...

Linus Kramer, William Talbot, O. Vysotska et al. · 0 citations

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