13 citations · 25 across the 11 of their papers we have counts for
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cs.RO2026
RAF-VLA: Representation Alignment with the Future for End-to-End Autonomous Driving
Dogun Kim, Yongjae Lee, Joonhee Lim +4
Recent Vision-Language-Action (VLA) models for autonomous driving have incorporated world modeling by predicting future driving scenes alongside driving actions, demonstrating stro…
cs.RO2026
PlanRL: A Trajectory Planning Architecture for Reinforcement Learning-based Driving Experts
Joonhee Lim, Yongjae Lee, Jangho Shin +1
Reinforcement learning (RL) has become a prominent framework for developing driving experts in autonomous vehicles. However, most existing RL-based experts are designed to output d…