Shivani Bathla | DeepAI

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Vinita Vasudevan
7 publications

research

∙ 06/01/2023

Approximate inference of marginals using the IBIA framework

Exact inference of marginals in probabilistic graphical models (PGM) is ...

0 Shivani Bathla, et al. ∙

research

∙ 04/13/2023

IBIA: An Incremental Build-Infer-Approximate Framework for Approximate Inference of Partition Function

Exact computation of the partition function is known to be intractable, ...

0 Shivani Bathla, et al. ∙

research

∙ 06/04/2022

MPE inference using an Incremental Build-Infer-Approximate Paradigm

Exact inference of the most probable explanation (MPE) in Bayesian netwo...

0 Shivani Bathla, et al. ∙

research

∙ 02/24/2022

IBIA: Bayesian Inference via Incremental Build-Infer-Approximate operations on Clique Trees

Exact inference in Bayesian networks is intractable and has an exponenti...

0 Shivani Bathla, et al. ∙