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L. Mikelsons

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Open access Aug 2026

A Reproducible Benchmark Protocol for Autonomous Micromobility Local Planning in Shared Pedestrian Spaces

A repeatable, auditable, multi-objective benchmark protocol for AMV local planning that reflects behavior on the benchmark set, not held-out generalization—an overlap the protocol records per planner rather than hiding in one score.

Lennart Luttkus, L. Mikelsons · 0 citations
#small language model Preprint Aug 2026

ROS2SmolVLA: Enabling Small Vision-Language-Action Models for Integration into Industrial-Grade Lightweight Robots

This work adapts Hugging Face's SmolVLA for Universal Robots lightweight robots, and releases the open-source repository ROS2SmolVLA that implements an interface for ROS 2 to SmolVLA, and makes it applicable for industrial-grade hardware.

Nils Mandischer, Noah Böckmann, Ludwig Holl et al. · 0 citations

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