271 citations · 1.2k across the 14 of their papers we have counts for
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cs.LG2018★ 75 cited
Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies
Alessandro Achille, Tom Eccles, Loic Matthey +4
Intelligent behaviour in the real-world requires the ability to acquire new knowledge from an ongoing sequence of experiences while preserving and reusing past knowledge. We propos…
stat.ML2018★ 271 cited
Understanding disentangling in -VAE
Christopher P. Burgess, Irina Higgins, Arka Pal +4
We present new intuitions and theoretical assessments of the emergence of disentangled representation in variational autoencoders. Taking a rate-distortion theory perspective, we s…