Exact Equivariance, Disentanglement and Invariance of Transformations

Invariance, equivariance and disentanglement of transformations are important topics in the field of representation learning. Previous models like Variational Autoencoder [1] and Generative Adversarial Networks [2] attempted to learn disentangled representations from data with different levels of su...

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Bibliographic Details
Main Authors: Liao, Qianli, Poggio, Tomaso
Format: Technical Report
Language:en_US
Published: 2018
Online Access:http://hdl.handle.net/1721.1/113001