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11/08/2021
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations
Probabilistic circuits (PCs) are a class of tractable probabilistic mode...
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02/24/2020
Symbolic Querying of Vector Spaces: Probabilistic Databases Meets Relational Embeddings
To deal with increasing amounts of uncertainty and incompleteness in rel...
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02/27/2019
On Constrained Open-World Probabilistic Databases
Increasing amounts of available data have led to a heightened need for r...
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05/31/2018
Approximate Knowledge Compilation by Online Collapsed Importance Sampling
We introduce collapsed compilation, a novel approximate inference algori...
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11/29/2017