VC dimension
PulseAugur coverage of VC dimension — every cluster mentioning VC dimension across labs, papers, and developer communities, ranked by signal.
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New combinatorial condition settles proper positive-only learning question
Researchers have settled a long-standing question in machine learning regarding proper positive-only learning. The study establishes that a concept class is properly learnable from positive-only samples if it possesses …
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Domain generalization research introduces domain shattering dimension
Researchers have introduced a new combinatorial measure called the domain shattering dimension to address a core question in domain generalization. This measure quantifies how many randomly sampled domains are needed to…
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Contradiction Graphs Precisely Determine VC Dimension
Researchers have introduced a novel method using contradiction graphs to determine the VC dimension of binary concept classes. This approach establishes that the order-m contradiction graph, G_m(H), can ascertain if the…
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Papers challenge deep learning theory with generalization bound critiques
Two papers, one from 2016 by Zhang et al. and another from 2019 by Nagarajan and Kolter, are discussed for their impact on deep learning theory. The 2016 paper demonstrated that standard neural networks could easily mem…