Search Results - "Karanam, Athresh"

Exploiting Domain Knowledge as Causal Independencies in Modeling Gestational Diabetes by Mathur, Saurabh, Karanam, Athresh, Radivojac, Predrag, Haas, David M, Kersting, Kristian, Natarajan, Sriraam

“…We consider the problem of modeling gestational diabetes in a clinical study and develop a domain expert-guided probabilistic model that is both interpretable…”
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A Unified Framework for Human-Allied Learning of Probabilistic Circuits by Karanam, Athresh, Mathur, Saurabh, Sidheekh, Sahil, Natarajan, Sriraam

“…Probabilistic Circuits (PCs) have emerged as an efficient framework for representing and learning complex probability distributions. Nevertheless, the existing…”
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Explaining Deep Tractable Probabilistic Models: The sum-product network case by Karanam, Athresh, Mathur, Saurabh, Radivojac, Predrag, Haas, David M, Kersting, Kristian, Natarajan, Sriraam

“…PMLR 186:325-336 (2022) We consider the problem of explaining a class of tractable deep probabilistic models, the Sum-Product Networks (SPNs) and present an…”
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Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models by Zečević, Matej, Dhami, Devendra Singh, Karanam, Athresh, Natarajan, Sriraam, Kersting, Kristian

“…While probabilistic models are an important tool for studying causality, doing so suffers from the intractability of inference. As a step towards tractable…”
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