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Tractable Uncertainty for Structure Learning.

, , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 23131-23150. PMLR, (2022)

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Statistically Robust Neural Network Classification., , and . CoRR, (2019)Assessing Robustness of Text Classification through Maximal Safe Radius Computation., , , , , and . EMNLP (Findings), volume EMNLP 2020 of Findings of ACL, page 2949-2968. Association for Computational Linguistics, (2020)On Preimage Approximation for Neural Networks., , and . CoRR, (2023)Provable Preimage Under-Approximation for Neural Networks., , and . TACAS (3), volume 14572 of Lecture Notes in Computer Science, page 3-23. Springer, (2024)Compositional Probabilistic and Causal Inference using Tractable Circuit Models., and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 9488-9498. PMLR, (2023)Bayesian Network Models of Causal Interventions in Healthcare Decision Making: Literature Review and Software Evaluation., , and . CoRR, (2022)Neural Structure Learning with Stochastic Differential Equations., , and . CoRR, (2023)Statistically robust neural network classification., , and . UAI, volume 161 of Proceedings of Machine Learning Research, page 1735-1745. AUAI Press, (2021)Provable Guarantees on the Robustness of Decision Rules to Causal Interventions., , and . IJCAI, page 4258-4265. ijcai.org, (2021)Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits., , and . IJCAI, page 4885-4892. ijcai.org, (2022)