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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 1001–1025 of 1854 papers

TitleStatusHype
Cross-Modal Vertical Federated Learning for MRI Reconstruction—0
Zero shot framework for satellite image restoration—0
Learning Causally Disentangled Representations via the Principle of Independent Causal MechanismsCode0
Balancing Exploration and Exploitation: Disentangled β-CVAE in De Novo Drug Design—0
We never go out of Style: Motion Disentanglement by Subspace Decomposition of Latent Space—0
Vector-based Representation is the Key: A Study on Disentanglement and Compositional Generalization—0
Dramatic Conversation DisentanglementCode0
Sample and Predict Your Latent: Modality-free Sequential Disentanglement via Contrastive EstimationCode0
Domain-Adaptive Full-Face Gaze Estimation via Novel-View-Synthesis and Feature DisentanglementCode0
Exploring Semantic Variations in GAN Latent Spaces via Matrix FactorizationCode0
ZS-MSTM: Zero-Shot Style Transfer for Gesture Animation driven by Text and Speech using Adversarial Disentanglement of Multimodal Style Encoding—0
Self-supervised Predictive Coding Models Encode Speaker and Phonetic Information in Orthogonal Subspaces—0
Model Debiasing via Gradient-based Explanation on Representation—0
Enriching Disentanglement: From Logical Definitions to Quantitative Metrics—0
Remembering What Is Important: A Factorised Multi-Head Retrieval and Auxiliary Memory Stabilisation Scheme for Human Motion Prediction—0
Preference or Intent? Double Disentangled Collaborative Filtering—0
Multi-modal Visual Understanding with Prompts for Semantic Information Disentanglement of Image—0
ProtoVAE: Prototypical Networks for Unsupervised Disentanglement—0
Intrinsic statistical separation of subpopulations in heterogeneous collective motion via dimensionality reductionCode0
Urban-StyleGAN: Learning to Generate and Manipulate Images of Urban Scenes—0
Adversarial Speaker Disentanglement Using Unannotated External Data for Self-supervised Representation Based Voice Conversion—0
Multi-level Temporal-channel Speaker Retrieval for Zero-shot Voice Conversion—0
A Category-theoretical Meta-analysis of Definitions of Disentanglement—0
AvatarReX: Real-time Expressive Full-body Avatars—0
Retraining A Graph-based Recommender with Interests Disentanglement—0
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