Bayesian Models of Cognition
PulseAugur coverage of Bayesian Models of Cognition — every cluster mentioning Bayesian Models of Cognition across labs, papers, and developer communities, ranked by signal.
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New framework uses information theory to properly value AI datasets
Researchers have developed a new information-theoretic framework to properly evaluate dataset curation methods in AI. This approach uses the Blackwell ordering of informativeness and Shannon mutual information to measur…
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New variational inference framework expands tangent approximation for complex models
Researchers have introduced a new variational inference framework that extends the utility of tangent approximation to a wider range of probability models, particularly those with strongly super-Gaussian likelihoods. Th…
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New MCMC method tackles Bayesian models with symmetries
Researchers have developed a new MCMC method called Folded Transport MCMC (FolT-MCMC) to address challenges in Bayesian models with symmetries. This method directly infers on the quotient posterior by using a learned no…