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Dictionary Learning

Dictionary Learning is an important problem in multiple areas, ranging from computational neuroscience, machine learning, to computer vision and image processing. The general goal is to find a good basis for given data. More formally, in the Dictionary Learning problem, also known as sparse coding, we are given samples of a random vector $y\in\mathbb{R}^n$, of the form $y=Ax$ where $A$ is some unknown matrix in $\mathbb{R}^{n×m}$, called dictionary, and $x$ is sampled from an unknown distribution over sparse vectors. The goal is to approximately recover the dictionary $A$.

Source: Polynomial-time tensor decompositions with sum-of-squares

Papers

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Showing 601–650 of 823 papers

TitleStatusHype
The Generalization Error of Dictionary Learning with Moreau Envelopes—0
The Learning and Prediction of Application-level Traffic Data in Cellular Networks—0
Encoder blind combinatorial compressed sensing—0
The Power of Complementary Regularizers: Image Recovery via Transform Learning and Low-Rank Modeling—0
Time Series Classification to Improve Poultry Welfare—0
Towards Learning Sparsely Used Dictionaries with Arbitrary Supports—0
Towards Principled Evaluations of Sparse Autoencoders for Interpretability and Control—0
Towards Privacy-Preserving Fine-Grained Visual Classification via Hierarchical Learning from Label Proportions—0
Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models—0
Towards zero-configuration condition monitoring based on dictionary learning—0
Trainlets: Dictionary Learning in High Dimensions—0
Travel time tomography with adaptive dictionaries—0
Une véritable approche _0 pour l'apprentissage de dictionnaire—0
Unidentified Floating Object detection in maritime environment using dictionary learning—0
Unique Sharp Local Minimum in _1-minimization Complete Dictionary Learning—0
Unitary Approximate Message Passing for Matrix Factorization—0
Unmixing Noise from Hawkes Process to Model Learned Physiological Events—0
Unraveling the Localized Latents: Learning Stratified Manifold Structures in LLM Embedding Space with Sparse Mixture-of-Experts—0
Unsupervised Adaptive Neural Network Regularization for Accelerated Radial Cine MRI—0
Unsupervised Band Selection of Hyperspectral Images via Multi-dictionary Sparse Representation—0
Unsupervised Complex Semi-Binary Matrix Factorization for Activation Sequence Recovery of Quasi-Stationary Sources—0
Unsupervised Cross-Dataset Transfer Learning for Person Re-Identification—0
Unsupervised Dictionary Learning for Anomaly Detection—0
Unsupervised domain adaption dictionary learning for visual recognition—0
Unsupervised Domain Adaptive Person Re-id with Local-enhance and Prototype Dictionary Learning—0
Unsupervised learning of Data-driven Facial Expression Coding System (DFECS) using keypoint tracking—0
Unsupervised Learning of Word-Sequence Representations from Scratch via Convolutional Tensor Decomposition—0
Unsupervised Opinion Summarization Using Approximate Geodesics—0
Unveiling Hidden Collaboration within Mixture-of-Experts in Large Language Models—0
Using Locally Corresponding CAD Models for Dense 3D Reconstructions From a Single Image—0
Using Task Descriptions in Lifelong Machine Learning for Improved Performance and Zero-Shot Transfer—0
Variational Learning ISTA—0
Wave-informed dictionary learning for high-resolution imaging in complex media—0
Wave-Informed Matrix Factorization with Global Optimality Guarantees—0
Weakly-supervised Dictionary Learning—0
When can dictionary learning uniquely recover sparse data from subsamples?—0
White matter fiber analysis using kernel dictionary learning and sparsity priors—0
White Matter Fiber Segmentation Using Functional Varifolds—0
X-ray image separation via coupled dictionary learning—0
X-ray Spectral Estimation using Dictionary Learning—0
Zero-Shot Image Classification Using Coupled Dictionary Embedding—0
1-D CNN based Acoustic Scene Classification via Reducing Layer-wise Dimensionality—0
Zero-Shot Learning via Joint Latent Similarity Embedding—0
使用字典學習法於強健性語音辨識 (The Use of Dictionary Learning Approach for Robustness Speech Recognition) [In Chinese]—0
使用字典學習法於強健性語音辨識(The Use of Dictionary Learning Approach for Robustness Speech Recognition) [In Chinese]—0
A Batchwise Monotone Algorithm for Dictionary Learning—0
A Bayesian Approach to Multimodal Visual Dictionary Learning—0
A Comparative Study for the Nuclear Norms Minimization Methods—0
A Convex Functional for Image Denoising based on Patches with Constrained Overlaps and its vectorial application to Low Dose Differential Phase Tomography—0
Active Deep Learning for Classification of Hyperspectral Images—0
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