stat.ME · 2026-07-16 · No. 55

Methodology, 2026-07-16.

1 new papers in stat.ME. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Verifying formulas for interventional distributions

    Francesco Freni, Leonard Henckel, Sebastian Weichwald

    stat.ME · cs.AI · cs.LG · stat.ML

    We formalize verification in causal graphical models: deciding whether a given observational formula identifies a target interventional distribution. This opens a problem complementary to identification, asking not whether any identifying formula exists, but whether the given formula is identifying. We show that even sound and complete solutions to identification do not solve verification. We propose a falsifier as a first practical route...

    arxiv.org/abs/2607.13883 · PDF

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