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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 876–900 of 1854 papers

TitleStatusHype
Disentangled Generation with Information Bottleneck for Few-Shot Learning—0
Deep Curvilinear Editing: Commutative and Nonlinear Image Manipulation for Pretrained Deep Generative Model—0
Synergies between Disentanglement and Sparsity: Generalization and Identifiability in Multi-Task LearningCode0
Progressive Disentangled Representation Learning for Fine-Grained Controllable Talking Head SynthesisCode1
Fine-Grained Face Swapping via Regional GAN InversionCode2
Hand Avatar: Free-Pose Hand Animation and Rendering from Monocular Video—0
Semantic-aware One-shot Face Re-enactment with Dense Correspondence Estimation—0
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image SegmentationCode1
Disentangled Feature Learning for Real-Time Neural Speech Coding—0
Multi-Directional Subspace Editing in Style-Space—0
VarietySound: Timbre-Controllable Video to Sound Generation via Unsupervised Information Disentanglement—0
Face Swapping as A Simple Arithmetic OperationCode1
Predicting Human Mobility via Self-supervised Disentanglement Learning—0
3DLatNav: Navigating Generative Latent Spaces for Semantic-Aware 3D Object ManipulationCode0
Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors—0
NeRFFaceEditing: Disentangled Face Editing in Neural Radiance FieldsCode1
Improved disentangled speech representations using contrastive learning in factorized hierarchical variational autoencoder—0
Versatile Diffusion: Text, Images and Variations All in One Diffusion ModelCode6
Replacing Language Model for Style TransferCode0
Disentangling Variational Autoencoders—0
DisPositioNet: Disentangled Pose and Identity in Semantic Image Manipulation—0
In-memory factorization of holographic perceptual representationsCode0
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical PerspectivesCode2
Learning Causal Representations of Single Cells via Sparse Mechanism Shift ModelingCode1
Simple Primitives with Feasibility- and Contextuality-Dependence for Open-World Compositional Zero-shot Learning—0
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