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Disentanglement

This is an approach to solve a diverse set of tasks in a data efficient manner by disentangling (or isolating ) the underlying structure of the main problem into disjoint parts of its representations. This disentanglement can be done by focussing on the "transformation" properties of the world(main problem)

Papers

Showing 16011625 of 1854 papers

TitleStatusHype
Nearest Neighbour Based Estimates of Gradients: Sharp Nonasymptotic Bounds and Applications0
Kinematic-Structure-Preserved Representation for Unsupervised 3D Human Pose Estimation0
Feature Alignment and Restoration for Domain Generalization and Adaptation0
Image Sentiment Transfer0
Learning from Demonstration with Weakly Supervised Disentanglement0
Disentanglement for Discriminative Visual Recognition0
Structure by Architecture: Structured Representations without Regularization0
Faces à la Carte: Text-to-Face Generation via Attribute Disentanglement0
Disentangled Representation Learning and Generation with Manifold Optimization0
An Improved Semi-Supervised VAE for Learning Disentangled Representations0
Longitudinal Self-Supervised Learning0
Modeling Human Driving Behavior through Generative Adversarial Imitation Learning0
Interpretable Deep Graph Generation with Node-Edge Co-DisentanglementCode0
Nested Scale Editing for Conditional Image Synthesis0
Nested Scale-Editing for Conditional Image Synthesis0
Gait Recognition via Semi-supervised Disentangled Representation Learning to Identity and Covariate Features0
Disentanglement Then Reconstruction: Learning Compact Features for Unsupervised Domain Adaptation0
Unsupervised Geometric Disentanglement for Surfaces via CFAN-VAE0
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation0
Variance Constrained Autoencoding0
Disentangling Factors of Variations Using Few Labels0
One-Shot Identity-Preserving Portrait Reenactment0
Polarized-VAE: Proximity Based Disentangled Representation Learning for Text Generation0
Pseudo-healthy synthesis with pathology disentanglement and adversarial learningCode0
Compositionality and Generalization in Emergent Languages0
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