Auckland University of Technology
PulseAugur coverage of Auckland University of Technology — every cluster mentioning Auckland University of Technology across labs, papers, and developer communities, ranked by signal.
2 day(s) with sentiment data
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New research establishes minimax optimality for discrete diffusion models
Researchers have established minimax lower bounds for score estimation in discrete diffusion models, specifically focusing on uniform and masking discrete diffusions. They propose a Maximum Likelihood Estimation (MLE)-b…
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New UNIFUSION method adapts autoregressive models to discrete diffusion
Researchers have developed UNIFUSION, a novel method to adapt autoregressive language models into discrete diffusion models. This approach unifies existing diffusion objectives under a single generalized Kullback--Leibl…
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New paper theorizes discrete diffusion models via "Oracle Distance" theorem
A new paper explores the theoretical underpinnings of discrete diffusion models, proposing the "Oracle Distance" theorem. This theorem equates the negative Evidence Lower Bound (ELBO) to data entropy plus the path KL di…