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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 251–300 of 1854 papers

TitleStatusHype
Fast Interpretable Greedy-Tree SumsCode1
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGANCode1
Decompose to Adapt: Cross-domain Object Detection via Feature DisentanglementCode1
Image Disentanglement Autoencoder for Steganography Without EmbeddingCode1
Representation Topology Divergence: A Method for Comparing Neural Network RepresentationsCode1
Latte: Cross-framework Python Package for Evaluation of Latent-Based Generative ModelsCode1
Adverse Weather Image Translation with Asymmetric and Uncertainty-aware GANCode1
Interactive Disentanglement: Learning Concepts by Interacting with their Prototype RepresentationsCode1
SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and EditingCode1
Unsupervised Low-Light Image Enhancement via Histogram Equalization PriorCode1
Neural Emotion Director: Speech-preserving semantic control of facial expressions in "in-the-wild" videosCode1
Towards Principled Disentanglement for Domain GeneralizationCode1
Optimizing Latent Space Directions For GAN-based Local Image EditingCode1
3D Shape Variational Autoencoder Latent Disentanglement via Mini-Batch Feature Swapping for Bodies and FacesCode1
Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANCode1
Self-supervised Re-renderable Facial Albedo Reconstruction from Single ImageCode1
Qimera: Data-free Quantization with Synthetic Boundary Supporting SamplesCode1
Unsupervised Learning of Compositional Energy ConceptsCode1
Generative Adversarial Graph Convolutional Networks for Human Action SynthesisCode1
Structural Characterization for Dialogue DisentanglementCode1
Toward a Visual Concept Vocabulary for GAN Latent SpaceCode1
Multimodal Emotion Recognition with High-level Speech and Text FeaturesCode1
Learning Temporally Latent Causal Processes from General Temporal DataCode1
DisUnknown: Distilling Unknown Factors for Disentanglement LearningCode1
Desiderata for Representation Learning: A Causal PerspectiveCode1
Disentangled Generative Models for Robust Prediction of System DynamicsCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
Intrinsic-Extrinsic Preserved GANs for Unsupervised 3D Pose TransferCode1
Orthogonal Jacobian Regularization for Unsupervised Disentanglement in Image GenerationCode1
Vector-Decomposed Disentanglement for Domain-Invariant Object DetectionCode1
No-Reference Image Quality Assessment by Hallucinating Pristine FeaturesCode1
A Unified Model for Zero-shot Music Source Separation, Transcription and SynthesisCode1
Is Disentanglement enough? On Latent Representations for Controllable Music GenerationCode1
Physics-informed Guided Disentanglement in Generative NetworksCode1
Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICACode1
Discriminator-Free Generative Adversarial AttackCode1
Adversarial Continual Learning for Multi-Domain Hippocampal SegmentationCode1
StyleFusion: A Generative Model for Disentangling Spatial SegmentsCode1
Retrieve in Style: Unsupervised Facial Feature Transfer and RetrievalCode1
Disentangle Your Dense Object DetectorCode1
An Image is Worth More Than a Thousand Words: Towards Disentanglement in the WildCode1
Unsupervised Skill Discovery with Bottleneck Option LearningCode1
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image SegmentationCode1
A Latent Transformer for Disentangled Face Editing in Images and VideosCode1
Volume Rendering of Neural Implicit SurfacesCode1
L2M-GAN: Learning To Manipulate Latent Space Semantics for Facial Attribute EditingCode1
Information Bottleneck Disentanglement for Identity SwappingCode1
A Max-Min Entropy Framework for Reinforcement LearningCode1
VQMIVC: Vector Quantization and Mutual Information-Based Unsupervised Speech Representation Disentanglement for One-shot Voice ConversionCode1
Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICACode1
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