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sparse recovery

113 papers

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Co-occurring keywords

compressed sensing (198) compressive sensing (126) sample complexity (1158) convex optimization (1320) signal recovery (54) sparse optimization (246) support recovery (43) nonconvex optimization (316) signal reconstruction (43) high-dimensional regression (142)

Papers

Physics-Informed Deep Learning and Compressive Collocation for High-Dimensional Diffusion-Reaction Equations: Practical Existence Theory and Numerics JMLR 2025
The Iterative Optimal Brain Surgeon: Faster Sparse Recovery by Leveraging Second-Order Information NIPS 2024
Adversarially Robust Dense-Sparse Tradeoffs via Heavy-Hitters NIPS 2024
Precise asymptotics of reweighted least-squares algorithms for linear diagonal networks NIPS 2024
Block Sparse Bayesian Learning: A Diversified Scheme NIPS 2024
Optimistic Search: Change Point Estimation for Large-scale Data via Adaptive Logarithmic Queries JMLR 2024
Iterative Regularization with k-support Norm: An Important Complement to Sparse Recovery AAAI 2024
Sparse Recovery With Multiple Data Streams: An Adaptive Sequential Testing Approach JMLR 2024
Interpreting CLIP with Sparse Linear Concept Embeddings (SpLiCE) NIPS 2024
Semi-Random Sparse Recovery in Nearly-Linear Time COLT 2023
Robust Methods for High-Dimensional Linear Learning JMLR 2023
Stochastic Mirror Descent for Large-Scale Sparse Recovery AISTATS 2023
Improved Algorithms for White-Box Adversarial Streams ICML 2023
Optimal Sparse Recovery with Decision Stumps AAAI 2023
Learning Preference Models with Sparse Interactions of Criteria IJCAI 2023
Generalized Group Testing AISTATS 2022
Robust Training under Label Noise by Over-parameterization ICML 2022
Iterative Hard Thresholding with Adaptive Regularization: Sparser Solutions Without Sacrificing Runtime ICML 2022
Manifold Coordinates with Physical Meaning JMLR 2022
Learning the Structure of Large Networked Systems Obeying Conservation Laws NIPS 2022
Efficient Wideband Spectrum Sensing Using MEMS Acoustic Resonators NSDI 2021
Homomorphic Sensing: Sparsity and Noise ICML 2021
Hyperparameter Tuning is All You Need for LISTA NIPS 2021
A Nullspace Property for Subspace-Preserving Recovery ICML 2021
Iterative regularization for convex regularizers AISTATS 2021