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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

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Showing 1551–1600 of 1854 papers

TitleStatusHype
Nearest Neighbour Based Estimates of Gradients: Sharp Nonasymptotic Bounds and Applications—0
Kinematic-Structure-Preserved Representation for Unsupervised 3D Human Pose Estimation—0
Feature Alignment and Restoration for Domain Generalization and Adaptation—0
Hidden Markov Nonlinear ICA: Unsupervised Learning from Nonstationary Time SeriesCode1
Image Sentiment Transfer—0
Learning from Demonstration with Weakly Supervised Disentanglement—0
ShapeFlow: Learnable Deformations Among 3D ShapesCode1
Structure by Architecture: Structured Representations without Regularization—0
On Disentangled Representations Learned From Correlated DataCode1
Disentanglement for Discriminative Visual Recognition—0
Faces à la Carte: Text-to-Face Generation via Attribute Disentanglement—0
An Improved Semi-Supervised VAE for Learning Disentangled Representations—0
Disentangled Representation Learning and Generation with Manifold Optimization—0
Longitudinal Self-Supervised Learning—0
Modeling Human Driving Behavior through Generative Adversarial Imitation Learning—0
Deep Dimension Reduction for Supervised Representation LearningCode1
DisCont: Self-Supervised Visual Attribute Disentanglement using Context VectorsCode1
Interpretable Deep Graph Generation with Node-Edge Co-DisentanglementCode0
VQVC+: One-Shot Voice Conversion by Vector Quantization and U-Net architectureCode1
Evaluating the Disentanglement of Deep Generative Models through Manifold TopologyCode1
Nested Scale Editing for Conditional Image Synthesis—0
Nested Scale-Editing for Conditional Image Synthesis—0
Gait Recognition via Semi-supervised Disentangled Representation Learning to Identity and Covariate Features—0
Disentanglement Then Reconstruction: Learning Compact Features for Unsupervised Domain Adaptation—0
Arbitrary Style Transfer via Multi-Adaptation NetworkCode1
Unsupervised Geometric Disentanglement for Surfaces via CFAN-VAE—0
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation—0
Style Normalization and Restitution for Generalizable Person Re-identificationCode1
Robust Training of Vector Quantized Bottleneck ModelsCode1
Face Identity Disentanglement via Latent Space MappingCode1
Variance Constrained Autoencoding—0
Disentangling Factors of Variations Using Few Labels—0
Editing in Style: Uncovering the Local Semantics of GANsCode1
Disentangled Image Generation Through Structured Noise InjectionCode1
One-Shot Identity-Preserving Portrait Reenactment—0
Disentangled and Controllable Face Image Generation via 3D Imitative-Contrastive LearningCode1
Polarized-VAE: Proximity Based Disentangled Representation Learning for Text Generation—0
Pseudo-healthy synthesis with pathology disentanglement and adversarial learningCode0
Compositionality and Generalization in Emergent Languages—0
CausalVAE: Structured Causal Disentanglement in Variational AutoencoderCode2
Learning to Manipulate Individual Objects in an ImageCode1
Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis—0
Adversarial Latent AutoencodersCode2
DialBERT: A Hierarchical Pre-Trained Model for Conversation DisentanglementCode1
Neutralizing Gender Bias in Word Embedding with Latent Disentanglement and Counterfactual Generation—0
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based ChatbotsCode1
AI Giving Back to Statistics? Discovery of the Coordinate System of Univariate Distributions by Beta Variational Autoencoder—0
Understanding (Non-)Robust Feature Disentanglement and the Relationship Between Low- and High-Dimensional Adversarial AttacksCode0
Guided Variational Autoencoder for Disentanglement Learning—0
Model-based occlusion disentanglement for image-to-image translation—0
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