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On the Relationship Between Probabilistic Circuits and Determinantal Point Processes
Scaling probabilistic models to large realistic problems and datasets is...
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Scaling Exact Inference for Discrete Probabilistic Programs
Probabilistic programming languages (PPLs) are an expressive means of re...
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Symbolic Exact Inference for Discrete Probabilistic Programs
The computational burden of probabilistic inference remains a hurdle for...
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Generating and Sampling Orbits for Lifted Probabilistic Inference
Lifted inference scales to large probability models by exploiting symmet...
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Probabilistic Program Abstractions
Abstraction is a fundamental tool for reasoning about complex systems. P...
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Steven Holtzen
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