Use What You Know: Causal Foundation Models with Partial Graphs. - Arik Reuter; Anish Dhir; Cristiana Diaconu; Jake Robertson; Ole Ossen; Frank Hutter; Adrian Weller; Mark van der Wilk; Bernhard Schölkopf (CoRR, 2026)