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Foundation Models in Autonomous Driving: A Survey on Scenario Generation and Scenario Analysis Paper • 2506.11526 • Published Jun 13, 2025 • 2
StyleVLA: Driving Style-Aware Vision Language Action Model for Autonomous Driving Paper • 2603.09482 • Published Mar 10 • 1
EgoDyn-Bench: Evaluating Ego-Motion Understanding in Vision-Centric Foundation Models for Autonomous Driving Paper • 2604.22851 • Published Apr 22 • 2
Imagined Rollouts are Kinematic, Not Dynamic: A Diagnosis of Long-Horizon World-Model Failure Paper • 2607.05966 • Published 6 days ago • 2
Target-Bench: Can World Models Achieve Mapless Path Planning with Semantic Targets? Paper • 2511.17792 • Published Nov 21, 2025 • 6
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From Words to Collisions: LLM-Guided Evaluation and Adversarial Generation of Safety-Critical Driving Scenarios Paper • 2502.02145 • Published Feb 4, 2025 • 1
NuRisk: A Visual Question Answering Dataset for Agent-Level Risk Assessment in Autonomous Driving Paper • 2509.25944 • Published Sep 30, 2025 • 1
SAVANT: Semantic Analysis with Vision-Augmented Anomaly deTection Paper • 2510.18034 • Published Oct 20, 2025 • 4
OpenDriveVLA: Towards End-to-end Autonomous Driving with Large Vision Language Action Model Paper • 2503.23463 • Published Mar 30, 2025 • 1