Jul 2026
DAG-FM: A Foundation Model for Causal Discovery under Heterogeneous Causal Mechanisms
DAG-FM is proposed, a novel foundation model architecture that amortizes causal discovery and introduces Mixture-of-Leaf-Experts (MoLE) to handle diverse and unknown Functional Causal Model (FCM) assumptions in real-world scenarios.
Yikang Chen, Zheng Guan, Hao Qian et al.
· arXiv.org · 2 citations
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