curse of dimensionality
PulseAugur coverage of curse of dimensionality — every cluster mentioning curse of dimensionality across labs, papers, and developer communities, ranked by signal.
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Neural networks don't beat curse of dimensionality, study claims
A new paper proposes a bit-complexity framework for evaluating approximation methods, arguing that the traditional 'curse of dimensionality' is misleading. The research suggests that when computational bit complexity is…
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New paper tackles dimensionality curse in deep neural networks
A new paper introduces a theoretical framework to address the curse of dimensionality in deep neural networks (DNNs). The research focuses on smoothly activated DNNs, demonstrating their ability to achieve reliable unif…
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Deep neural networks provably overcome curse of dimensionality for PDEs
Researchers have demonstrated that deep neural networks (DNNs) can overcome the curse of dimensionality when approximating solutions to Kolmogorov partial differential equations. This mathematical proof extends previous…