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arXiv cs.LG · Papers

Partially Observed Structural Causal Models

arXiv:2605.03268v2 Announce Type: replace Abstract: Here we introduce Partially Observed Structural Causal Models (POSCMs) as an extension of structural causal models (SCMs) to settings where upstream contexts co-determine both the interaction structure and downstream mechanisms on observed variables. POSCMs thus provi