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Liftability of Probabilistic Inference: Upper and Lower Bounds

, and . 2nd International Workshop on Statistical Relational AI, (2012)

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SE4ML - Software Engineering for AI-ML-based Systems (Dagstuhl Seminar 20091)., , , and . Dagstuhl Reports, 10 (2): 76-87 (2020)On the Challenges and Opportunities in Generative AI., , , , , , , , , and 15 other author(s). CoRR, (2024)Discriminative Bias for Learning Probabilistic Sentential Decision Diagrams., , , , and . IDA, volume 12080 of Lecture Notes in Computer Science, page 184-196. Springer, (2020)On the Complexity and Approximation of Binary Evidence in Lifted Inference.. StarAI@AAAI, volume WS-13-16 of AAAI Technical Report, AAAI, (2013)Out-of-Distribution Generalization by Neural-Symbolic Joint Training., , , and . AAAI, page 12252-12259. AAAI Press, (2023)Lifted Probabilistic Inference for Asymmetric Graphical Models., and . AAAI, page 3599-3605. AAAI Press, (2015)From Probabilistic Circuits to Probabilistic Programs and Back.. ICAART (1), page 9. SCITEPRESS, (2021)k-Optimal: A Novel Approximate Inference Algorithm for ProbLog., , and . ILP, volume 7207 of Lecture Notes in Computer Science, page 33-38. Springer, (2011)Probabilistic Inference with Algebraic Constraints: Theoretical Limits and Practical Approximations., , , , and . NeurIPS, (2020)Probability Distributions over Structured Spaces., , and . AAAI Spring Symposia, AAAI Press, (2015)