Towards Understanding Generalization via Analytical Learning Theory
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Additional excerpts
...Many subsequent papers proposed alternative flavors of this augmentation approach based on similar insights [4, 5, 7, 27, 28, 36, 51, 63, 70]....
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Cites background from "Towards Understanding Generalizatio..."
...Modern works on generalization, however, find statistical learning theory insufficient [27] and propose other theories from an analytical perspectives [13]....
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References
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"Towards Understanding Generalizatio..." refers background or methods in this paper
...Furthermore, by being strongly instance-dependent on the learned model ŷA(Sm), Theorem 1 supports the concept of curriculum learning (Bengio et al., 2009a)....
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...…how interpolating between the representations of two images (in representation space) corresponds (when projected in image space) to other images that are plausible (are on or near the manifold of natural images), rather than to the simple addition of two natural images (Bengio et al., 2009b)....
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...Example 1 partially supports the concept of the disentanglement in deep learning (Bengio et al., 2009b) and proposes a new concrete method to measure the degree of disentanglement as follows....
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"Towards Understanding Generalizatio..." refers methods in this paper
...These definitions have been used in harmonic analysis, number theory, and numerical analysis (Krause, 1903; Hardy, 1906; Hlawka, 1961; Niederreiter, 1978; Aistleitner et al., 2017)....
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