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Why equivariance is better than premature invariance

1. Why equivariance is better than premature invariance. Geoffrey Hinton Canadian Institute for Advanced Research & Department of Computer Science University of Toronto with contributions from Sida Wang and Alex Krizhevsky. 2. What is the right representation of images?.

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Why equivariance is better than premature invariance