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cs.AI2023
Approximate inference of marginals using the IBIA framework
Shivani Bathla, Vinita Vasudevan
Exact inference of marginals in probabilistic graphical models (PGM) is known to be intractable, necessitating the use of approximate methods. Most of the existing variational tech…
cs.AI2023
IBIA: An Incremental Build-Infer-Approximate Framework for Approximate Inference of Partition Function
Shivani Bathla, Vinita Vasudevan
Exact computation of the partition function is known to be intractable, necessitating approximate inference techniques. Existing methods for approximate inference are slow to conve…