Sparse Coding

Hierarchical Concept Embedding & Pursuit for Interpretable Image Classification CVPR 2026 Missing No More: Dictionary-Guided Cross-Modal Image Fusion under Missing Infrared CVPR 2026 Stop Probing, Start Coding: Why Linear Probes and Sparse Autoencoders Fail at Compositional Generalization UAI 2026 Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization ICLR 2025 Decomposed Linear Dynamical Systems (dLDS) for learning the latent components of neural dynamics JMLR 2024 Learning Coupled Dictionaries from Unpaired Data for Image Super-Resolution CVPR 2024 Global Identifiability of ℓ_1-based Dictionary Learning via Matrix Volume Optimization NeurIPS 2023 Learning Sparse Group Models Through Boolean Relaxation ICLR 2023 Optimal Sparse Recovery with Decision Stumps AAAI 2023 Personalized Dictionary Learning for Heterogeneous Datasets NeurIPS 2023 Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming NeurIPS 2023 Discovering Nonlinear PDEs from Scarce Data with Physics-encoded Learning ICLR 2022 Towards an Effective Orthogonal Dictionary Convolution Strategy AAAI 2022 Understanding approximate and unrolled dictionary learning for pattern recovery ICLR 2022 Deep Convolutional Dictionary Learning for Image Denoising CVPR 2021 Fair Sparse Regression with Clustering: An Invex Relaxation for a Combinatorial Problem NeurIPS 2021 Learning Set Functions that are Sparse in Non-Orthogonal Fourier Bases AAAI 2021 Support Recovery of Sparse Signals from a Mixture of Linear Measurements NeurIPS 2021 Word Equations: Inherently Interpretable Sparse Word Embeddings through Sparse Coding EMNLP 2021 A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution NeurIPS 2019 Multivariate Sparse Coding of Nonstationary Covariances with Gaussian Processes NeurIPS 2019 Orthogonality-Promoting Dictionary Learning via Bayesian Inference AAAI 2019 Rethinking the CSC Model for Natural Images NeurIPS 2019 Subgradient Descent Learns Orthogonal Dictionaries ICLR 2019 Coding Kendall's Shape Trajectories for 3D Action Recognition CVPR 2018