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How Can Driving World Models Do Counterfactual Prediction?

cs.CV · 2026-08-12 · accept · novelty 6.0

Direct action-conditioned prediction by driving world models is not true counterfactual prediction; supplying the observed factual continuation via a frozen-model completion pipeline substantially recovers the matched counterfactual event.

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  • How Can Driving World Models Do Counterfactual Prediction? cs.CV · 2026-08-12 · accept · none · ref 1

    Direct action-conditioned prediction by driving world models is not true counterfactual prediction; supplying the observed factual continuation via a frozen-model completion pipeline substantially recovers the matched counterfactual event.