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[AAMAS 2026 (Oral)] UNCAP: Uncertainty-Guided Planning Using Natural Language Communication for Cooperative Autonomous Vehicles

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UNCAP: Uncertainty-Guided Neurosymbolic Planning Using Natural Language Communication for Cooperative Autonomous Vehicles

Neel P. Bhatt* · Po-han Li* · Kushagra Gupta* . Rohan Siva · Daniel Milan · Alexander T. Hogue · Sandeep P. Chinchali · David Fridovich-Keil · Zhangyang Wang · Ufuk Topcu
The University of Texas at Austin
*Equal contribution
AAMAS 2026 (Oral)

Framework

Framework Overview

Setup

Please follow the installation of Opencood and Carla 0.9.13

Other packages:

conda activate opencood

pip install ultralytics openai python-dotenv

Demo Notebook in: OPV2V/run.ipynb

Citation

If you find this work interesting and use it in your research, please consider citing our paper.

@inproceedings{bhatt2025uncap,
            title={{UNCAP}: Uncertainty-Guided Planning Using Natural Language Communication for Cooperative Autonomous Vehicles},
            author={Neel P. Bhatt and Po-han Li and Kushagra Gupta and Rohan Siva and Daniel Milan and Alexander Todd Hogue and Sandeep P. Chinchali and David Fridovich-Keil and Zhangyang Wang and ufuk topcu},
            booktitle={The 25th International Conference on Autonomous Agents and Multi-Agent Systems},
            year={2025},
            url={https://openreview.net/forum?id=aYlKa5ppLh}
}

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