Search Results for author: Fareed Sheriff

Found 2 papers, 0 papers with code

SpreadNUTS -- Moderate Dynamic Extension of Paths for No-U-Turn Sampling & Partitioning Visited Regions

no code implementations9 Jul 2023 Fareed Sheriff

Hamiltonian Monte Carlo (HMC) is a class of MCMC methods that theoretically exhibit no random walk behavior because of properties related to Hamiltonian dynamics.

PartitionVAE -- a human-interpretable VAE

no code implementations4 Feb 2023 Fareed Sheriff, Sameer Pai

While VAEs learn the distribution of the latent space and naturally make each dimension in the latent space as disjoint from the others as possible, they do not group together similar features -- the image space feature represented by one unit of the representation layer does not necessarily have high correlation with the feature represented by a neighboring unit of the representation layer.

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