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Athresh Karanam
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Interventional sum-product networks: Causal inference with tractable probabilistic models
M Zečević, D Dhami, A Karanam, S Natarajan, K Kersting
Advances in neural information processing systems 34, 15019-15031, 2021
312021
Orient: Submodular mutual information measures for data subset selection under distribution shift
A Karanam, K Killamsetty, H Kokel, R Iyer
Advances in neural information processing systems 35, 31796-31808, 2022
72022
A Probabilistic Approach to Extract Qualitative Knowledge for Early Prediction of Gestational Diabetes
A Karanam, AL Hayes, H Kokel, DM Haas, P Radivojac, S Natarajan
International Conference on Artificial Intelligence in Medicine (AIME) 19, 2021
52021
Exploiting Domain Knowledge as Causal Independencies in Modeling Gestational Diabetes
S Mathur, A Karanam, P Radivojac, DM Haas, K Kersting, S Natarajan
Pacific Symposium on Biocomputing, 2023
42023
Explaining Deep Tractable Probabilistic Models: The sum-product network case
A Karanam, S Mathur, P Radivojac, DM Haas, K Kersting, S Natarajan
International Conference on Probabilistic Graphical Models, 325-336, 2022
22022
Deep Tractable Probabilistic Models
S Sidheekh, S Mathur, A Karanam, S Natarajan
Proceedings of the 7th Joint International Conference on Data Science …, 2024
2024
Bayesian Learning of Probabilistic Circuits with Domain Constraints
A Karanam, S Mathur, S Sidheekh, S Natarajan
The 6th Workshop on Tractable Probabilistic Modeling, 2023
2023
On test-time active feature selection through tractable acquisition functions
A Karanam, S Natarajan
The 6th Workshop on Tractable Probabilistic Modeling, 2023
2023
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