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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 851–900 of 1854 papers

TitleStatusHype
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations—0
ADL-ID: Adversarial Disentanglement Learning for Wireless Device Fingerprinting Temporal Domain Adaptation—0
A Category-theoretical Meta-analysis of Definitions of Disentanglement—0
Hand Avatar: Free-Pose Hand Animation and Rendering from Monocular Video—0
Half-AVAE: Adversarial-Enhanced Factorized and Structured Encoder-Free VAE for Underdetermined Independent Component Analysis—0
HACA3: A Unified Approach for Multi-site MR Image Harmonization—0
DisCover: Disentangled Music Representation Learning for Cover Song Identification—0
Guiding Video Prediction with Explicit Procedural Knowledge—0
Guided Variational Autoencoder for Disentanglement Learning—0
Discond-VAE: Disentangling Continuous Factors from the Discrete—0
Causal Deconfounding via Confounder Disentanglement for Dual-Target Cross-Domain Recommendation—0
Anonymizing medical case-based explanations through disentanglement—0
Group-disentangled Representation Learning with Weakly-Supervised Regularization—0
DisAsymNet: Disentanglement of Asymmetrical Abnormality on Bilateral Mammograms using Self-adversarial Learning—0
CausalAPM: Generalizable Literal Disentanglement for NLU Debiasing—0
Heredity-aware Child Face Image Generation with Latent Space Disentanglement—0
GraphSAD: Learning Graph Representations with Structure-Attribute Disentanglement—0
PGODE: Towards High-quality System Dynamics Modeling—0
Graph Neural Operators for Classification of Spatial Transcriptomics Data—0
CAS-GAN for Contrast-free Angiography Synthesis—0
Anomaly Detection Based on Unsupervised Disentangled Representation Learning in Combination with Manifold Learning—0
Graph Domain Adaptation: A Generative View—0
Graph-based Unsupervised Disentangled Representation Learning via Multimodal Large Language Models—0
Goal-Conditioned Reinforcement Learning with Disentanglement-based Reachability Planning—0
Diffusion Model with Cross Attention as an Inductive Bias for Disentanglement—0
Hierarchically Fusing Long and Short-Term User Interests for Click-Through Rate Prediction in Product Search—0
CASEIN: Cascading Explicit and Implicit Control for Fine-grained Emotion Intensity Regulation—0
GLOWin: A Flow-based Invertible Generative Framework for Learning Disentangled Feature Representations in Medical Images—0
GL-Disen: Global-Local disentanglement for unsupervised learning of graph-level representations—0
Diffusion Bridge AutoEncoders for Unsupervised Representation Learning—0
Diffusion-based Light Field Synthesis—0
Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection—0
An Investigation on Applying Acoustic Feature Conversion to ASR of Adult and Child Speech—0
Human-aligned Deep Learning: Explainability, Causality, and Biological Inspiration—0
An Identity-Preserved Framework for Human Motion Transfer—0
DiffuseGAE: Controllable and High-fidelity Image Manipulation from Disentangled Representation—0
HYPNOS : Highly Precise Foreground-focused Diffusion Finetuning for Inanimate Objects—0
GeoSplatting: Towards Geometry Guided Gaussian Splatting for Physically-based Inverse Rendering—0
DiffGS: Functional Gaussian Splatting Diffusion—0
iCaps: An Interpretable Classifier via Disentangled Capsule Networks—0
Geometry-aware Single-image Full-body Human Relighting—0
Differentially Private Speaker Anonymization—0
Geometry-Aware Network for Domain Adaptive Semantic Segmentation—0
Identifiable Feature Learning for Spatial Data with Nonlinear ICA—0
Geometric Step Options with Jumps. Parity Relations, PIDEs, and Semi-Analytical Pricing—0
Differentiable Frequency-based Disentanglement for Aerial Video Action Recognition—0
CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement—0
Identity-Disentangled Neural Deformation Model for Dynamic Meshes—0
An Interpretable Representation Learning Approach for Diffusion Tensor Imaging—0
Adjoint Rigid Transform Network: Task-conditioned Alignment of 3D Shapes—0
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