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Barron functions
Barron functions
PulseAugur coverage of Barron functions — every cluster mentioning Barron functions across labs, papers, and developer communities, ranked by signal.
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RECENT · PAGE 1/1 · 2 TOTAL
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Deep ReLU Networks Achieve Minimax Optimal Learning Rates for Spectral Barron Functions
Researchers have established new minimax rates for deep neural networks learning spectral Barron functions. The study demonstrates that these functions, which can be efficiently approximated by shallow networks, can als…
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Infinite-width neural networks face limitations in calculus of variations problems
A new research paper explores limitations in using infinite-width neural networks, specifically Barron functions, for problems in the calculus of variations. The study demonstrates that these networks can struggle with …