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TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language
  Models
v1v2 (latest)

TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models

4 March 2024
Yilong Ren
Yue Chen
Shuai Liu
Boyue Wang
Haiyang Yu
Zhiyong Cui
    AI4TS
ArXiv (abs)PDFHTML

Papers citing "TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models"

19 / 19 papers shown
AgentSUMO: An Agentic Framework for Interactive Simulation Scenario Generation in SUMO via Large Language Models
AgentSUMO: An Agentic Framework for Interactive Simulation Scenario Generation in SUMO via Large Language Models
Minwoo Jeong
Jeeyun Chang
Yoonjin Yoon
LLMAG
192
0
0
10 Nov 2025
Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs
Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs
Wei Li
Yunyao Cheng
Xinli Hao
Chaohong Ma
Yuxuan Liang
Bin Yang
Christian S.Jensen
Xiaofeng Meng
AI4TS
179
0
0
13 Jun 2025
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review
Yuchen Fang
Hao Miao
Yuxuan Liang
Liwei Deng
Yue Cui
...
Yan Zhao
T. Pedersen
Christian S. Jensen
Xiaofang Zhou
Kai Zheng
AI4TSAI4CE
279
10
0
02 Jun 2025
Large Language Models and Their Applications in Roadway Safety and Mobility Enhancement: A Comprehensive Review
Large Language Models and Their Applications in Roadway Safety and Mobility Enhancement: A Comprehensive Review
Muhammad Monjurul Karim
Yan Shi
Shucheng Zhang
Bingzhang Wang
Mehrdad Nasri
Yinhai Wang
250
13
0
19 May 2025
CrashSage: A Large Language Model-Centered Framework for Contextual and Interpretable Traffic Crash Analysis
CrashSage: A Large Language Model-Centered Framework for Contextual and Interpretable Traffic Crash Analysis
Hao Zhen
Jidong J. Yang
320
4
0
08 May 2025
Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume
Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume
Silke K. Kaiser
Filipe Rodrigues
Carlos Lima Azevedo
Lynn H. Kaack
AI4TSGNN
416
2
0
07 May 2025
Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap
Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap
Tong Nie
Jian Sun
Wei Ma
638
30
0
27 Mar 2025
Zero-Shot Scene Understanding with Multimodal Large Language Models for Automated Vehicles
Zero-Shot Scene Understanding with Multimodal Large Language Models for Automated VehiclesInternational Conference on Multimodal Interaction (ICMI), 2025
Mohammed Elhenawy
Shadi Jaradat
Taqwa I. Alhadidi
Huthaifa I. Ashqar
Ahmed Jaber
A. Rakotonirainy
M. Tami
200
0
0
18 Mar 2025
Visual Reasoning at Urban Intersections: FineTuning GPT-4o for Traffic Conflict Detection
Visual Reasoning at Urban Intersections: FineTuning GPT-4o for Traffic Conflict DetectionInternational Conference on Multimodal Interaction (ICMI), 2025
Sari Masri
Huthaifa I. Ashqar
Mohammed Elhenawy
327
0
0
27 Feb 2025
Independent Mobility GPT (IDM-GPT): A Self-Supervised Multi-Agent Large Language Model Framework for Customized Traffic Mobility Analysis Using Machine Learning Models
Independent Mobility GPT (IDM-GPT): A Self-Supervised Multi-Agent Large Language Model Framework for Customized Traffic Mobility Analysis Using Machine Learning Models
Fengze Yang
Xiaoyue Cathy Liu
Lingjiu Lu
Bingzhang Wang
Chenxi
411
1
0
25 Feb 2025
Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions
Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions
Doaa Mahmud
Hadeel Hajmohamed
Shamma Almentheri
Shamma Alqaydi
Lameya Aldhaheri
R. A. Khalil
Nasir Saeed
AI4TS
263
49
0
08 Jan 2025
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and
  Traffic State Data Analysis
BIGCity: A Universal Spatiotemporal Model for Unified Trajectory and Traffic State Data AnalysisIEEE International Conference on Data Engineering (ICDE), 2024
Xie Yu
Jingyuan Wang
Yifan Yang
Qian Huang
Ke Qu
341
20
0
01 Dec 2024
Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm
Sari Masri
Huthaifa I. Ashqar
Mohammed Elhenawy
LRM
310
27
0
16 Nov 2024
Leveraging Large Language Models (LLMs) for Traffic Management at Urban
  Intersections: The Case of Mixed Traffic Scenarios
Leveraging Large Language Models (LLMs) for Traffic Management at Urban Intersections: The Case of Mixed Traffic ScenariosInternational Conference on Ubiquitous and Future Networks (ICUFN), 2024
Sari Masri
Huthaifa I. Ashqar
Mohammed Elhenawy
217
7
0
01 Aug 2024
A Survey on LoRA of Large Language Models
A Survey on LoRA of Large Language Models
Yuren Mao
Yuhang Ge
Yijiang Fan
Wenyi Xu
Yu Mi
Zhonghao Hu
Yunjun Gao
ALM
650
120
0
08 Jul 2024
Leveraging Large Language Models for Integrated
  Satellite-Aerial-Terrestrial Networks: Recent Advances and Future Directions
Leveraging Large Language Models for Integrated Satellite-Aerial-Terrestrial Networks: Recent Advances and Future Directions
Shumaila Javaid
R. A. Khalil
Nasir Saeed
Bin He
Mohamed-Slim Alouini
316
38
0
05 Jul 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining
A Survey of Generative Techniques for Spatial-Temporal Data Mining
Qianru Zhang
Haixin Wang
Cheng Long
Liangcai Su
Xingwei He
...
Tailin Wu
Hongzhi Yin
Siu-Ming Yiu
Qi Tian
Christian S. Jensen
AI4TS
254
15
0
15 May 2024
Traffic Performance GPT (TP-GPT): Real-Time Data Informed Intelligent
  ChatBot for Transportation Surveillance and Management
Traffic Performance GPT (TP-GPT): Real-Time Data Informed Intelligent ChatBot for Transportation Surveillance and Management
Bingzhang Wang
Zhiyu Cai
Muhammad Monjurul Karim
Chenxi Liu
Yinhai Wang
283
20
0
05 May 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models
Weijiao Zhang
Jindong Han
Zhao Xu
Hang Ni
Hao Liu
Hui Xiong
Hui Xiong
AI4CE
642
31
0
30 Jan 2024
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