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Counterfactual Predictions in Scientific Emulators Without Controlled Experiments

arXiv:2610.02252v1 Announce Type: new Abstract: Many scientific questions require reasoning about what was never observed: What if the conditions, interventions, or history had been different? Models can predict accurately on observed data yet fail on such what-if queries when correlated inputs are…

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  1. 2026-10-05 04:00 · arXiv cs.LG
    Counterfactual Predictions in Scientific Emulators Without Controlled Experiments

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