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CausalDriveBench: Evaluating Causal Reasoning in Vision-Language-Action Models for Autonomous Driving
CausalDriveBench evaluates causal reasoning in autonomous driving vision-language-action models via structured QA and counterfactual trajectories, finding weak causal understanding despite fluent reasoning and accurate baseline predictions.
Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 5/5