LLM4Drive: A Survey of Large Language Models for Autonomous Driving

2 November 2023

Papers citing "LLM4Drive: A Survey of Large Language Models for Autonomous Driving"

38 / 38 papers shown

Title
Towards Human-Centric Autonomous Driving: A Fast-Slow Architecture Integrating Large Language Model Guidance with Reinforcement Learning Chengkai Xu Jiaqi Liu Yicheng Guo Y. Zhang Peng Hang Jian-jun Sun 31 0 0 11 May 2025
Adaptive Stress Testing Black-Box LLM Planners Neeloy Chakraborty John Pohovey Melkior Ornik Katherine Driggs-Campbell 28 0 0 08 May 2025
LVLM-MPC Collaboration for Autonomous Driving: A Safety-Aware and Task-Scalable Control Architecture Kazuki Atsuta Kohei Honda H. Okuda Tatsuya Suzuki 147 0 0 08 May 2025
LightEMMA: Lightweight End-to-End Multimodal Model for Autonomous Driving Zhijie Qiao Haowei Li Zhong Cao Henry X. Liu VLM 87 3 0 01 May 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 81 0 0 02 Apr 2025
TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning Chengkai Xu Jiaqi Liu Shiyu Fang Jian-jun Sun Dong Chen Peng Hang Jian Sun 93 1 0 21 Feb 2025
Autoware.Flex: Human-Instructed Dynamically Reconfigurable Autonomous Driving Systems Ziwei Song Mingsong Lv Tianchi Ren Chun Jason Xue Jen-Ming Wu Nan Guan 80 0 0 17 Feb 2025
SELP: Generating Safe and Efficient Task Plans for Robot Agents with Large Language Models Yi Wu Z. Xiong Yiran Hu Shreyash S. Iyengar Nan Jiang Aniket Bera Lin Tan Suresh Jagannathan LM&Ro LLMAG 84 4 0 17 Feb 2025
ML-SceGen: A Multi-level Scenario Generation Framework Yicheng Xiao Yangyang Sun Yicheng Lin LLMAG 36 0 0 18 Jan 2025
When language and vision meet road safety: leveraging multimodal large language models for video-based traffic accident analysis Ruixuan Zhang Beichen Wang Juexiao Zhang Zilin Bian Chen Feng K. Ozbay 42 2 0 17 Jan 2025
AI-Powered Urban Transportation Digital Twin: Methods and Applications Xuan Di Yongjie Fu Mehmet K.Turkcan Mahshid Ghasemi Zhaobin Mo Chengbo Zang Abhishek Adhikari Z. Kostić Gil Zussman AI4CE 31 0 0 30 Dec 2024
Leveraging Edge Intelligence and LLMs to Advance 6G-Enabled Internet of Automated Defense Vehicles Murat Arda Onsu Poonam Lohan Burak Kantarci 37 0 0 28 Dec 2024
MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? Yi-Fan Zhang Huanyu Zhang Haochen Tian Chaoyou Fu Shuangqing Zhang ... Qingsong Wen Zhang Zhang L. Wang Rong Jin Tieniu Tan OffRL 59 36 0 23 Aug 2024
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards Zhimin Zhao A. A. Bangash F. Côgo Bram Adams Ahmed E. Hassan 54 0 0 04 Jul 2024
PlanAgent: A Multi-modal Large Language Agent for Closed-loop Vehicle Motion Planning Yupeng Zheng Zebin Xing Qichao Zhang Bu Jin Pengfei Li ... Zhongpu Xia Kun Zhan Xianpeng Lang Yaran Chen Dongbin Zhao LM&Ro LRM LLMAG 59 14 0 03 Jun 2024
Normative Modules: A Generative Agent Architecture for Learning Norms that Supports Multi-Agent Cooperation Atrisha Sarkar Andrei Ioan Muresanu Carter Blair Aaryam Sharma Rakshit S Trivedi Gillian K Hadfield 45 1 0 29 May 2024
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art Neeloy Chakraborty Melkior Ornik Katherine Driggs-Campbell LRM 57 9 0 25 Mar 2024
Engineering Safety Requirements for Autonomous Driving with Large Language Models Ali Nouri Beatriz Cabrero Daniel Fredrik Törner H.akan Sivencrona Christian Berger 48 8 0 24 Mar 2024
Generalized Predictive Model for Autonomous Driving Jiazhi Yang Shenyuan Gao Yihang Qiu Li Chen Tianyu Li ... Ping Luo Jun Zhang Andreas Geiger Yu Qiao Hongyang Li VGen 73 57 0 14 Mar 2024
Think2Drive: Efficient Reinforcement Learning by Thinking in Latent World Model for Quasi-Realistic Autonomous Driving (in CARLA-v2) Qifeng Li Xiaosong Jia Shaobo Wang Junchi Yan 27 27 0 26 Feb 2024
DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models Xiaoyu Tian Junru Gu Bailin Li Yicheng Liu Yang Wang Chenxu Hu Kun Zhan Peng Jia Xianpeng Lang Hang Zhao VLM 70 124 0 19 Feb 2024
RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model Jianhao Yuan Shuyang Sun Daniel Omeiza Bo-Lu Zhao Paul Newman Lars Kunze Matthew Gadd LRM 30 48 0 16 Feb 2024
Editable Scene Simulation for Autonomous Driving via Collaborative LLM-Agents Yuxi Wei Zi Wang Yifan Lu Chenxin Xu Chang-rui Liu Hao Zhao Siheng Chen Yanfeng Wang VGen 62 58 0 08 Feb 2024
Personalized Autonomous Driving with Large Language Models: Field Experiments Can Cui Zichong Yang Yupeng Zhou Yunsheng Ma Juanwu Lu Lingxi Li Yaobin Chen Jitesh Panchal Ziran Wang 51 17 0 14 Dec 2023
Human-Centric Autonomous Systems With LLMs for User Command Reasoning Yi Yang Qingwen Zhang Ci Li Daniel Simoes Marta Nazre Batool John Folkesson LRM 62 29 0 14 Nov 2023
DrivingDiffusion: Layout-Guided multi-view driving scene video generation with latent diffusion model Xiaofan Li Yifu Zhang Xiaoqing Ye VGen 70 71 0 11 Oct 2023
LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving Hao Sha Yao Mu Yuxuan Jiang Li Chen Chenfeng Xu Ping Luo Shengbo Eben Li Masayoshi Tomizuka Wei Zhan Mingyu Ding 114 159 0 04 Oct 2023
Domain Knowledge Distillation from Large Language Model: An Empirical Study in the Autonomous Driving Domain Yun Tang A. B. D. Costa Jason Zhang Irvine Patrick Siddartha Khastgir P. Jennings ALM 34 19 0 17 Jul 2023
VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation Zhengxiong Luo Dayou Chen Yingya Zhang Yan Huang Liangsheng Wang Yujun Shen Deli Zhao Jinren Zhou Tien-Ping Tan DiffM VGen 132 215 0 15 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 270 4,229 0 30 Jan 2023
Policy Pre-training for Autonomous Driving via Self-supervised Geometric Modeling Peng Wu Li Chen Hongyang Li Xiaosong Jia Junchi Yan Yu Qiao 89 28 0 03 Jan 2023
DRAMA: Joint Risk Localization and Captioning in Driving Srikanth Malla Chiho Choi Isht Dwivedi Joonhyang Choi Jiachen Li 101 87 0 22 Sep 2022
Delving into the Devils of Bird's-eye-view Perception: A Review, Evaluation and Recipe Hongyang Li Chonghao Sima Jifeng Dai Wenhai Wang Lewei Lu ... Xiaosong Jia Siqian Liu Jianping Shi Dahua Lin Yu Qiao 93 138 0 12 Sep 2022
Multiple Object Tracking in Recent Times: A Literature Review Mk Bashar Samia Islam Kashifa Kawaakib Hussain Md. Bakhtiar Hasan A. A. Ashikur Rahman M. H. Kabir VOT 38 23 0 11 Sep 2022
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous Driving Kashyap Chitta Aditya Prakash Bernhard Jaeger Zehao Yu Katrin Renz Andreas Geiger ViT 104 295 0 31 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,915 0 04 Mar 2022
Large Scale Interactive Motion Forecasting for Autonomous Driving : The Waymo Open Motion Dataset Scott Ettinger Shuyang Cheng Benjamin Caine Chenxi Liu Hang Zhao ... Jiquan Ngiam Vijay Vasudevan Alexander McCauley Jonathon Shlens Drago Anguelov 143 531 0 20 Apr 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 294 75,800 0 18 May 2015