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mean field theory
mean field theory
PulseAugur coverage of mean field theory — every cluster mentioning mean field theory across labs, papers, and developer communities, ranked by signal.
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Bayesian Neural Networks: Infinite Width Matches Polynomial Width Learnability
Researchers have published a paper detailing a width-robust learnability theorem for mean-field Bayesian neural networks. The study establishes that for Boolean-cube targets, learnability at infinite width is equivalent…
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New theory models multi-component ICA learning and competition
Researchers have developed a new mean-field theory for multi-component online Independent Component Analysis (ICA) in high-dimensional settings. This theory models the interaction between simultaneous learning and ortho…