---
title: "Automotive Engineering — papers — Elamur Research"
description: "Automotive Engineering: 6 papers of the Elamur Research library, the most cited first — our summary of each, its ideas, references and who cites it."
canonical: "https://research.elamur.ai/free/en/shelves/engineering/automotive-engineering/"
---
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# ⚙️ Automotive Engineering

6 papers · the most cited first · [all shelves](https://md.research.elamur.ai/free/en/shelves/)

Automotive Engineering is a subfield of Engineering in the OpenAlex classification of science. The topics most of its papers here are on: «Spatial Cognition and Navigation».

## Papers (6)

1. [**Representation Learning for Grounded Spatial Reasoning**Michael Janner, Karthik Narasimhan, Regina Barzilay*2018 · 70 citations*](https://md.research.elamur.ai/free/en/papers/janner-2018-representation-learning-grounded-spatial-reasoning/)
2. [**CityCube: Benchmarking Cross-view Spatial Reasoning on Vision-Language Models in Urban Environments**Haotian Xu, Yue Hu, Zhengqiu Zhu, et al.*2026 · 1 citation*](https://md.research.elamur.ai/free/en/papers/xu-2026-citycube-benchmarking-cross-view-spatial/)
3. [**Constructing coherent spatial memory in LLM agents through graph rectification**Puzhen Zhang, Xuyang Chen, Yu Feng, et al.*2026 · 1 citation*](https://md.research.elamur.ai/free/en/papers/zhang-2026-constructing-coherent-spatial-memory-llm/)
4. [**VLN-NF: Feasibility-Aware Vision-and-Language Navigation with False-Premise Instructions**Hung-Ting Su, Ting-Jun Wang, Jia-Fong Yeh, et al.*2026 · 1 citation*](https://md.research.elamur.ai/free/en/papers/su-2026-vln-nf-feasibility-aware-vision/)
5. [**Breaking Down and Building Up: Mixture of Skill-Based Vision-and-Language Navigation Agents**Tianyi Ma, Yue Zhang, Zehao Wang, et al.*2026*](https://md.research.elamur.ai/free/en/papers/ma-2026-breaking-down-building-up-mixture/)
6. [**GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap**Farzad Shami, Subhrasankha Dey, Nico Van de Weghe, et al.*2026*](https://md.research.elamur.ai/free/en/papers/shami-2026-groke-vision-free-navigation-instruction/)

Updated 1 November 2026

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