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cs.DS2021
Testing Probabilistic Circuits
Yash Pote, Kuldeep S. Meel
Probabilistic circuits (PCs) are a powerful modeling framework for representing tractable probability distributions over combinatorial spaces. In machine learning and probabilistic…
cs.AI2021
Partition Function Estimation: A Quantitative Study
Durgesh Agrawal, Yash Pote, Kuldeep S Meel
Probabilistic graphical models have emerged as a powerful modeling tool for several real-world scenarios where one needs to reason under uncertainty. A graphical model's partition…