C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving

By: Zhihong Cui, Haoran Tang, Tianyi Li, Yushuai Li, Peiyuan Guan, Amir Taherkordi, Tor Skeie

Published: 2026-04-01

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Abstract

This paper introduces C-TRAIL, a commonsense world framework designed for trajectory planning in autonomous driving. It focuses on incorporating common human understanding into the decision-making process for self-driving vehicles, aiming to enhance the robustness and safety of autonomous systems in complex real-world scenarios.

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C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving | ArXiv Intelligence