ICR-Drive: Instruction Counterfactual Robustness for End-to-End Language-Driven Autonomous Driving

Kaiser Hamid, Can Cui, Nade Liang

Recent progress in vision-language-action (VLA) models has enabled language-conditioned driving agents to execute natural-language navigation commands in closed-loop simulation, ye…