DMCD: Semantic-Statistical Framework for Causal Discovery

Samarth KaPatel, Sofia Nikiforova, Giacinto Paolo Saggese +1

We present DMCD (DataMap Causal Discovery), a two-phase causal discovery framework that integrates LLM-based semantic drafting from variable metadata with statistical validation on…