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Ilya Olkov

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Conference Sep 2026

Finetuning Vision-Language Models for Grid-Based Navigation

We present a method for teaching vision-language models (VLMs) to perform spatial navigation in grid-based environments using structured supervision derived from distance fields. Our approach combines binary space partitioning for maze generation, Dijkstra-based distance field computation, and A* pathfinding to create...

Ilya Olkov, Alex I. Gavrilov · 0 citations

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