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Symmetric Neural Networks Theory
Seymour L Purvis (Autor)
·
Ciando Gmbh
· Tapa Blanda
Symmetric Neural Networks Theory - Seymour L Purvis
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Reseña del libro "Symmetric Neural Networks Theory"
Symmetric functions, which take as input an unordered, fixed-size s et, find practical application in myriad physical settings based on indistinguishable points or particles, and are also used as intermediate building blocks to construct networks with other invariances. Symmetric functionsare known to be universally representable by neural networks that enforce permutation invariance. However the theoretical tools that characterize the approximation, optimization and generalization of typical networks fail to adequately characterize architectures that enforce invariance.
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