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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 1–25 of 1854 papers

TitleStatusHype
Ditto: Motion-Space Diffusion for Controllable Realtime Talking Head SynthesisCode11
Res-Tuning: A Flexible and Efficient Tuning Paradigm via Unbinding Tuner from BackboneCode6
Versatile Diffusion: Text, Images and Variations All in One Diffusion ModelCode6
UniK3D: Universal Camera Monocular 3D EstimationCode4
ControlVAE: Tuning, Analytical Properties, and Performance AnalysisCode4
DEADiff: An Efficient Stylization Diffusion Model with Disentangled RepresentationsCode3
UCF: Uncovering Common Features for Generalizable Deepfake DetectionCode3
Sigmoid Loss for Language Image Pre-TrainingCode3
Apply Hierarchical-Chain-of-Generation to Complex Attributes Text-to-3D GenerationCode2
DLF: Disentangled-Language-Focused Multimodal Sentiment AnalysisCode2
HiCo: Hierarchical Controllable Diffusion Model for Layout-to-image GenerationCode2
Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model DisentanglementCode2
TextCtrl: Diffusion-based Scene Text Editing with Prior Guidance ControlCode2
TextBoost: Towards One-Shot Personalization of Text-to-Image Models via Fine-tuning Text EncoderCode2
Realistic and Efficient Face Swapping: A Unified Approach with Diffusion ModelsCode2
Emotion-driven Piano Music Generation via Two-stage Disentanglement and Functional RepresentationCode2
DiffArtist: Towards Structure and Appearance Controllable Image StylizationCode2
SaMoye: Zero-shot Singing Voice Conversion Model Based on Feature Disentanglement and EnhancementCode2
ColorPeel: Color Prompt Learning with Diffusion Models via Color and Shape DisentanglementCode2
Memory MosaicsCode2
Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized TasksCode2
Preserving Fairness Generalization in Deepfake DetectionCode2
Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image SynthesisCode2
DurFlex-EVC: Duration-Flexible Emotional Voice Conversion Leveraging Discrete Representations without Text AlignmentCode2
Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival PredictionCode2
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