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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 501–550 of 1854 papers

TitleStatusHype
CLR-Face: Conditional Latent Refinement for Blind Face Restoration Using Score-Based Diffusion Models—0
Dual-disentangled Deep Multiple ClusteringCode0
Robust Analysis of Multi-Task Learning Efficiency: New Benchmarks on Light-Weighed Backbones and Effective Measurement of Multi-Task Learning Challenges by Feature Disentanglement—0
One-shot Neural Face Reenactment via Finding Directions in GAN's Latent Space—0
Constrained Multiview Representation for Self-supervised Contrastive Learning—0
Closed-Loop Unsupervised Representation Disentanglement with β-VAE Distillation and Diffusion Probabilistic Feedback—0
Explaining latent representations of generative models with large multimodal models—0
Diffusion-based Light Field Synthesis—0
Vocabulary-Defined Semantics: Latent Space Clustering for Improving In-Context Learning—0
Unsupervised Discovery of Steerable Factors When Graph Deep Generative Models Are EntangledCode0
Triple Disentangled Representation Learning for Multimodal Affective Analysis—0
Two Stones Hit One Bird: Bilevel Positional Encoding for Better Length ExtrapolationCode1
AFD: Mitigating Feature Gap for Adversarial Robustness by Feature DisentanglementCode0
A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Model—0
NeRF-AD: Neural Radiance Field with Attention-based Disentanglement for Talking Face Synthesis—0
Exploring Diffusion Time-steps for Unsupervised Representation LearningCode1
Explicitly Disentangled Representations in Object-Centric LearningCode0
Learning to Generalize over Subpartitions for Heterogeneity-aware Domain Adaptive Nuclei Segmentation—0
CFASL: Composite Factor-Aligned Symmetry Learning for Disentanglement in Variational AutoEncoder—0
Unsupervised Multiple Domain Translation through Controlled Disentanglement in Variational AutoencoderCode0
Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image SynthesisCode2
DurFlex-EVC: Duration-Flexible Emotional Voice Conversion Leveraging Discrete Representations without Text AlignmentCode2
Towards Causal Relationship in Indefinite Data: Baseline Model and New DatasetsCode0
DualVAE: Dual Disentangled Variational AutoEncoder for RecommendationCode0
Nonparametric Partial Disentanglement via Mechanism Sparsity: Sparse Actions, Interventions and Sparse Temporal DependenciesCode1
Zero Shot Audio to Audio Emotion Transfer With Speaker DisentanglementCode1
3D-SSGAN: Lifting 2D Semantics for 3D-Aware Compositional Portrait Synthesis—0
Bayesian Unsupervised Disentanglement of Anatomy and Geometry for Deep Groupwise Image Registration—0
Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival PredictionCode2
CaDeT: a Causal Disentanglement Approach for Robust Trajectory Prediction in Autonomous Driving—0
Denoising Point Clouds in Latent Space via Graph Convolution and Invertible Neural NetworkCode1
Generate Like Experts: Multi-Stage Font Generation by Incorporating Font Transfer Process into Diffusion ModelsCode1
Fair-VPT: Fair Visual Prompt Tuning for Image Classification—0
FADES: Fair Disentanglement with Sensitive Relevance—0
When StyleGAN Meets Stable Diffusion: a W+ Adapter for Personalized Image GenerationCode2
Text2Avatar: Text to 3D Human Avatar Generation with Codebook-Driven Body Controllable Attribute—0
Attention-based Interactive Disentangling Network for Instance-level Emotional Voice Conversion—0
Infinite dSprites for Disentangled Continual Learning: Separating Memory Edits from GeneralizationCode0
360 Layout Estimation via Orthogonal Planes Disentanglement and Multi-view Geometric Consistency PerceptionCode0
TACIT: A Target-Agnostic Feature Disentanglement Framework for Cross-Domain Text ClassificationCode0
DSNet: Disentangled Siamese Network with Neutral Calibration for Speech Emotion Recognition—0
SUNDIAL: 3D Satellite Understanding through Direct, Ambient, and Complex Lighting Decomposition—0
AI Generated Signal for Wireless Sensing—0
Neural Point Cloud Diffusion for Disentangled 3D Shape and Appearance GenerationCode1
Point Cloud Part Editing: Segmentation, Generation, Assembly, and SelectionCode1
Beyond Prototypes: Semantic Anchor Regularization for Better Representation LearningCode1
Decoupled Textual Embeddings for Customized Image GenerationCode1
Open Vocabulary Semantic Scene Sketch Understanding—0
Mimic: Speaking Style Disentanglement for Speech-Driven 3D Facial Animation—0
Self-Supervised Disentangled Representation Learning for Robust Target Speech Extraction—0
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