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# Compiled Object files, Static and Dynamic libs (Shared Objects) | ||
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<!DOCTYPE html> | ||
<html> | ||
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<meta charset="utf-8"> | ||
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<title>LimSim++: Closed-Loop Integration of Multimodal Large Language Models in Autonomous Driving</title> | ||
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<h1 class="title is-1 publication-title">LimSim++: Closed-Loop Integration of Multimodal Large Language Models in Autonomous Driving</h1> | ||
<div class="is-size-5 publication-authors"> | ||
<!-- Paper authors --> | ||
<span class="author-block"> | ||
<a href="https://wenlc.cn/" target="_blank">Licheng Wen</a><sup>1,<i | ||
class="fa-solid fa-scale-balanced fa-xs"></i></sup>, | ||
</span> | ||
<span class="author-block"> | ||
<a href="https://scholar.google.com/citations?user=vIU6eHYAAAAJ" target="_blank">Daocheng | ||
Fu</a><sup>1,<i class="fa-solid fa-scale-balanced fa-xs"></i></sup>, | ||
</span> | ||
<span class="author-block"> | ||
<a href="https://sankin97.github.io/" target="_blank">Xin Li</a><sup>1,2,<i | ||
class="fa-solid fa-scale-balanced fa-xs"></i></sup>, | ||
</span> | ||
<span class="author-block"> | ||
<a href="https://scholar.google.com/citations?user=v9CvBeUAAAAJ" target="_blank">Xinyu | ||
Cai</a><sup>1</sup>, | ||
</span> | ||
<span class="author-block"> | ||
<a href="https://scholar.google.com/citations?user=9h86v8kAAAAJ" target="_blank">Tao | ||
Ma</a><sup>1,3</sup>, | ||
</span> | ||
<span class="author-block"> | ||
<a href="https://pinlong-cai.github.io/" target="_blank">Pinlong Cai</a><sup>1</sup>, | ||
</span><br> | ||
<span class="author-block"> | ||
<a href="mailto:[email protected]" target="_blank">Min Dou</a><sup>1</sup>, | ||
</span> | ||
<span class="author-block"> | ||
<a href="https://scholar.google.com/citations?user=K0PpvLkAAAAJ" target="_blank">Botian | ||
Shi</a><sup>1,<i class="fa-regular fa-envelope fa-shake"></i></sup>, | ||
</span> | ||
<span> | ||
<a href="https://faculty.ecnu.edu.cn/_s16/hl2/main.psp" target="_blank"> | ||
Liang He</a><sup>2</sup>, | ||
</span> | ||
<span> | ||
<a href="https://scholar.google.com/citations?user=gFtI-8QAAAAJ" target="_blank">Yu Qiao</a><sup>1</sup> | ||
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<div class="is-size-5 publication-authors"> | ||
<span class="author-block"><sup>1</sup> Shanghai AI Laboratory, Shanghai, China<br><sup>2</sup> Department | ||
of Computer Science, East | ||
China Normal University<br><sup>3</sup> The Chinese University of Hong Kong | ||
</span> | ||
<span class="eql-cntrb"> | ||
<small> | ||
<br><sup><i class="fa-solid fa-scale-balanced fa-sm"></i></sup> Equal Contribution | ||
<br><sup><i class="fa-regular fa-envelope fa-shake"></i></sup> Corresponding author | ||
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<span>arXiv</span> | ||
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<h2 class="title is-3">Abstract</h2> | ||
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<p> | ||
<b> | ||
This paper introduces LimSim++, an extended version of LimSim designed for the application of Multimodal Large Language Models ((M)LLMs) in autonomous driving. Acknowledging the limitations of existing simulation platforms, LimSim++ addresses the need for a long-term closed-loop infrastructure supporting continuous learning and improved generalization in autonomous driving. The platform offers extended-duration, multi-scenario simulations, providing crucial information for (M)LLM-driven vehicles. Users can engage in prompt engineering, model evaluation, and framework enhancement, making LimSim++ a versatile tool for research and practice. The contributions include the introduction of an open-source testing platform, a baseline MMLM-driven framework, and validation through quantitative experiments across diverse scenarios. LimSim++ serves as a crucial resource for advancing the integration of (M)LLMs in the development of trustworthy autonomous driving systems. The open-source resources are available at: [...]. | ||
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<pre><code id="bibtexCode">@misc{wen2023dilu, | ||
title={DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models}, | ||
author={Licheng Wen and Daocheng Fu and Xin Li and Xinyu Cai and Tao Ma and Pinlong Cai and Min Dou and Botian Shi and Liang He and Yu Qiao}, | ||
year={2023}, | ||
eprint={2309.16292}, | ||
archivePrefix={arXiv}, | ||
primaryClass={cs.RO} | ||
} | ||
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@misc{fu2023drive, | ||
title={Drive Like a Human: Rethinking Autonomous Driving with Large Language Models}, | ||
author={Daocheng Fu and Xin Li and Licheng Wen and Min Dou and Pinlong Cai and Botian Shi and Yu Qiao}, | ||
year={2023}, | ||
eprint={2307.07162}, | ||
archivePrefix={arXiv}, | ||
primaryClass={cs.RO} | ||
} | ||
</code></pre> | ||
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<!--End BibTex citation --> | ||
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# LimSim++ | ||
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Codes are coming soon... |
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