Provable Guarantees on the Robustness of Decision Rules to Causal Interventions

19 May 2021

Papers citing "Provable Guarantees on the Robustness of Decision Rules to Causal Interventions"

6 / 6 papers shown

Title
Scaling Probabilistic Circuits via Monarch Matrices Honghua Zhang Meihua Dang Benjie Wang Stefano Ermon Nanyun Peng Guy Van den Broeck TPM MoE 48 2 0 14 Jun 2025
From Robustness to Explainability and Back Again Xuanxiang Huang Sasha Rubin 77 10 0 05 Jun 2023
Compositional Probabilistic and Causal Inference using Tractable Circuit Models Benjie Wang Marta Kwiatkowska TPM 66 8 0 17 Apr 2023
Bayesian Network Models of Causal Interventions in Healthcare Decision Making: Literature Review and Software Evaluation Artem Velikzhanin Benjie Wang Marta Z. Kwiatkowska CML 15 1 0 28 Nov 2022
Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits H. Wijk Benjie Wang Marta Z. Kwiatkowska TPM 24 1 0 11 May 2022
Causal Inference Using Tractable Circuits Adnan Darwiche TPM CML 65 20 0 07 Feb 2022