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sparse representation

297 papers

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SSC SR SRC

Co-occurring keywords

dictionary learning (277) sparse coding (234) feature extraction (1578) feature learning (1309) unsupervised learning (3255) sparse optimization (246) dimensionality reduction (720) neural network (6616) representation learning (6174) convex optimization (1320)

Papers

XCube: Large-Scale 3D Generative Modeling using Sparse Voxel Hierarchies CVPR 2024
PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document Retrieval EMNLP 2024
Dual-Perspective Activation: Efficient Channel Denoising via Joint Forward-Backward Criterion for Artificial Neural Networks NIPS 2024
Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning EMNLP 2024
Oja's Algorithm for Streaming Sparse PCA NIPS 2024
Enforcing Sparsity on Latent Space for Robust and Explainable Representations WACV 2024
Neural Image Compression Using Masked Sparse Visual Representation WACV 2024
SHaRPose: Sparse High-Resolution Representation for Human Pose Estimation AAAI 2024
The AL$\ell_0$CORE Tensor Decomposition for Sparse Count Data AISTATS 2024
SparseOcc: Rethinking Sparse Latent Representation for Vision-Based Semantic Occupancy Prediction CVPR 2024
Sculpt3D: Multi-View Consistent Text-to-3D Generation with Sparse 3D Prior CVPR 2024
Monge, Bregman and Occam: Interpretable Optimal Transport in High-Dimensions with Feature-Sparse Maps ICML 2023
SGD with Large Step Sizes Learns Sparse Features ICML 2023
Emergence of Sparse Representations from Noise ICML 2023
On the Identifiability of Sparse ICA without Assuming Non-Gaussianity NIPS 2023
Personalized Dictionary Learning for Heterogeneous Datasets NIPS 2023
Approximate Stein Classes for Truncated Density Estimation ICML 2023
Cognitive Model Discovery via Disentangled RNNs NIPS 2023
Marginalization is not Marginal: No Bad VAE Local Minima when Learning Optimal Sparse Representations ICML 2023
Enhanced Tensor Low-Rank and Sparse Representation Recovery for Incomplete Multi-View Clustering AAAI 2023
Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming NIPS 2023
Strivec: Sparse Tri-Vector Radiance Fields ICCV 2023
Sparse Instance Conditioned Multimodal Trajectory Prediction ICCV 2023
STAIR: Learning Sparse Text and Image Representation in Grounded Tokens EMNLP 2023
Paired-Point Lifting for Enhanced Privacy-Preserving Visual Localization CVPR 2023