neural information processing system 32
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Proxy-NormalizingActivationstoMatchBatch NormalizationwhileRemovingBatchDependence
We find that the prototypical techniques of layer normalization and instance normalization both induce the appearance of failure modes in the neural network's pre-activations: (i) layer normalization induces a collapse towards channel-wise constant functions; (ii) instance normalization induces alackofvariability ininstance statistics, symptomatic ofanalteration of theexpressivity.
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6246e04dcf42baf7c71e3a65d3d93b55-Paper-Conference.pdf
Wedesigned to: 1) answer anchors 5.2); 2) executed variables graphs ofmillions 5.1 Setup Dataset.
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Pseudo-Riemannian Graph Convolutional Networks
St Rs, sincetheproductmanifoldSt Rs is g-connected.
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ErrorCompensatedX: error compensation for variance reduced algorithms
Communication cost is one major bottleneck for the scalability for distributed learning.
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