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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

Showing 501550 of 1854 papers

TitleStatusHype
Exploring Disentangled and Controllable Human Image Synthesis: From End-to-End to Stage-by-Stage0
SLIP: Spoof-Aware One-Class Face Anti-Spoofing with Language Image PretrainingCode0
Fast and Physically-based Neural Explicit Surface for Relightable Human Avatars0
Seeing Speech and Sound: Distinguishing and Locating Audios in Visual Scenes0
DisentTalk: Cross-lingual Talking Face Generation via Semantic Disentangled Diffusion Model0
Re-HOLD: Video Hand Object Interaction Reenactment via adaptive Layout-instructed Diffusion Model0
Federated Cross-Domain Click-Through Rate Prediction With Large Language Model Augmentation0
Disentangled and Interpretable Multimodal Attention Fusion for Cancer Survival Prediction0
RESFL: An Uncertainty-Aware Framework for Responsible Federated Learning by Balancing Privacy, Fairness and Utility in Autonomous Vehicles0
PoseTraj: Pose-Aware Trajectory Control in Video Diffusion0
CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity QuantificationCode0
Free-Lunch Color-Texture Disentanglement for Stylized Image Generation0
Decouple to Reconstruct: High Quality UHD Restoration via Active Feature Disentanglement and Reversible Fusion0
Computation Mechanism Behind LLM Position Generalization0
Att-Adapter: A Robust and Precise Domain-Specific Multi-Attributes T2I Diffusion Adapter via Conditional Variational Autoencoder0
StyleMorpheus: A Style-Based 3D-Aware Morphable Face ModelCode0
Remote Photoplethysmography in Real-World and Extreme Lighting Scenarios0
Cognitive Disentanglement for Referring Multi-Object Tracking0
4D-ACFNet: A 4D Attention Mechanism-Based Prognostic Framework for Colorectal Cancer Liver Metastasis Integrating Multimodal Spatiotemporal Features0
SAEBench: A Comprehensive Benchmark for Sparse Autoencoders in Language Model Interpretability0
Disentangled World Models: Learning to Transfer Semantic Knowledge from Distracting Videos for Reinforcement Learning0
CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement0
Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation0
Post-Hoc Concept Disentanglement: From Correlated to Isolated Concept RepresentationsCode0
Robust Multimodal Learning for Ophthalmic Disease Grading via Disentangled RepresentationCode0
Intrinsic and Extrinsic Factor Disentanglement for Recommendation in Various Context ScenariosCode0
NeRF-3DTalker: Neural Radiance Field with 3D Prior Aided Audio Disentanglement for Talking Head Synthesis0
Dynamic Activation with Knowledge Distillation for Energy-Efficient Spiking NN Ensembles0
Understanding and Rectifying Safety Perception Distortion in VLMs0
Supervised Contrastive Block Disentanglement0
Playmate: Flexible Control of Portrait Animation via 3D-Implicit Space Guided Diffusion0
Vevo: Controllable Zero-Shot Voice Imitation with Self-Supervised Disentanglement0
Multiple Invertible and Partial-Equivariant Function for Latent Vector Transformation to Enhance Disentanglement in VAEs0
Disentanglement in Difference: Directly Learning Semantically Disentangled Representations by Maximizing Inter-Factor Differences0
Disentangling CLIP for Multi-Object Perception0
A Revisit of Total Correlation in Disentangled Variational Auto-Encoder with Partial Disentanglement0
A Privacy-Preserving Domain Adversarial Federated learning for multi-site brain functional connectivity analysis0
Are Representation Disentanglement and Interpretability Linked in Recommendation Models? A Critical Review and Reproducibility StudyCode0
Motion Diffusion Autoencoders: Enabling Attribute Manipulation in Human Motion Demonstrated on Karate TechniquesCode0
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data AcquisitionCode0
A technical review of multi-omics data integration methods: from classical statistical to deep generative approaches0
Disentanglement Analysis in Deep Latent Variable Models Matching Aggregate Posterior Distributions0
Stepback: Enhanced Disentanglement for Voice Conversion via Multi-Task Learning0
From Images to Point Clouds: An Efficient Solution for Cross-media Blind Quality Assessment without Annotated Training0
Why disentanglement-based speaker anonymization systems fail at preserving emotions?0
Slot-BERT: Self-supervised Object Discovery in Surgical Video0
ARD-VAE: A Statistical Formulation to Find the Relevant Latent Dimensions of Variational Autoencoders0
Disentangled Interleaving Variational Encoding0
Subject Disentanglement Neural Network for Speech Envelope Reconstruction from EEG0
Towards Lightweight and Stable Zero-shot TTS with Self-distilled Representation Disentanglement0
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