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Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models.

, , , , and . NeurIPS, page 15019-15031. (2021)

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Identifying Parkinson's Patients: A Functional Gradient Boosting Approach., , , and . AIME, volume 10259 of Lecture Notes in Computer Science, page 332-337. Springer, (2017)Knowledge Intensive Learning of Generative Adversarial Networks., , and . KiML@KDD, volume 2657 of CEUR Workshop Proceedings, page 10-16. CEUR-WS.org, (2020)Continual Causality: A Retrospective of the Inaugural AAAI-23 Bridge Program., , , , , , and . AAAI Bridge Program, volume 208 of Proceedings of Machine Learning Research, page 1-10. PMLR, (2023)Fast Relational Probabilistic Inference and Learning: Approximate Counting via Hypergraphs., , , , and . AAAI, page 7816-7824. AAAI Press, (2019)Generative Clausal Networks: Relational Decision Trees as Probabilistic Circuits., , and . ILP, volume 13191 of Lecture Notes in Computer Science, page 251-265. Springer, (2021)Predictive Whittle networks for time series., , , , , and . UAI, volume 180 of Proceedings of Machine Learning Research, page 2320-2330. PMLR, (2022)Mission Design for Unmanned Aerial Vehicles using Hybrid Probabilistic Logic Programs., , , , and . ITSC, page 1506-1513. IEEE, (2023)Do Not Marginalize Mechanisms, Rather Consolidate!, , , and . CoRR, (2023)Human-Guided Learning of Column Networks: Augmenting Deep Learning with Advice., , , , and . CoRR, (2019)Non-parametric Learning of Embeddings for Relational Data Using Gaifman Locality Theorem., , , and . ILP, volume 13191 of Lecture Notes in Computer Science, page 95-110. Springer, (2021)