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sparse representation

297 papers

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Also known as

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

Emergence of Sparse Representations from Noise ICML 2023
Variational Sparse Coding with Learned Thresholding ICML 2022
VICE: Variational Interpretable Concept Embeddings NIPS 2022
A Minimal Model for Compositional Generalization on gSCAN EMNLP 2022
ShapeFormer: Transformer-Based Shape Completion via Sparse Representation CVPR 2022
Kernel Packet: An Exact and Scalable Algorithm for Gaussian Process Regression with Matérn Correlations JMLR 2022
QueryPose: Sparse Multi-Person Pose Regression via Spatial-Aware Part-Level Query NIPS 2022
Intermediate Entity-based Sparse Interpretable Representation Learning EMNLP 2022
Sparse Interventions in Language Models with Differentiable Masking EMNLP 2022
Learning sparse features can lead to overfitting in neural networks NIPS 2022
From Undercomplete to Sparse Overcomplete Autoencoders to Improve LF-MMI based Speech Recognition INTERSPEECH 2022
Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning ICML 2022
Competing Mutual Information Constraints with Stochastic Competition-Based Activations for Learning Diversified Representations AAAI 2022
SEER: Unsupervised and sample-efficient environment specialization of image descriptors RSS 2022
Learning sparse representations of preferences within Choquet expected utility theory UAI 2022
NeRFusion: Fusing Radiance Fields for Large-Scale Scene Reconstruction CVPR 2022
Combating the Curse of Multilinguality in Cross-Lingual WSD by Aligning Sparse Contextualized Word Representations NAACL 2022
A Sparsity-promoting Dictionary Model for Variational Autoencoders INTERSPEECH 2022
Conditional Gradients for the Approximately Vanishing Ideal AISTATS 2022
Neural Response Interpretation Through the Lens of Critical Pathways CVPR 2021
Learning Sparse Sentence Encoding without Supervision: An Exploration of Sparsity in Variational Autoencoders IJCNLP 2021
The Curse of Dense Low-Dimensional Information Retrieval for Large Index Sizes IJCNLP 2021
Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval EMNLP 2021
Word Equations: Inherently Interpretable Sparse Word Embeddings through Sparse Coding EMNLP 2021
Non-linear, Sparse Dimensionality Reduction via Path Lasso Penalized Autoencoders JMLR 2021