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Instrumented data for causal scientific machine learning

cs.LG · 2026-06-05 · unverdicted · novelty 5.0

Instrumented data augments observations with mechanistic models, uncertainty, and counterfactuals to enable causal interventions via Pearl's do-operator in scientific machine learning.

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  • Instrumented data for causal scientific machine learning cs.LG · 2026-06-05 · unverdicted · none · ref 26

    Instrumented data augments observations with mechanistic models, uncertainty, and counterfactuals to enable causal interventions via Pearl's do-operator in scientific machine learning.