% Key papers for Signal recovery and phase retrieval (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2018_theoretical_57705, title = {{Theoretical Linear Convergence of Unfolded ISTA and Its Practical Weights and Thresholds}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11864}, } @inproceedings{cvpr2016_psyco_11752, title = {{PSyCo: Manifold Span Reduction for Super Resolution}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2017_on_12507, title = {{On the Global Geometry of Sphere-Constrained Sparse Blind Deconvolution}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{neurips2019_block_57959, title = {{Block Coordinate Regularization by Denoising}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13277}, } @inproceedings{cvpr2020_polarized_16050, title = {{Polarized Non-Line-of-Sight Imaging}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{neurips2018_plug_57510, title = {{Plug-in Estimation in High-Dimensional Linear Inverse Problems: A Rigorous Analysis}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11716}, } @inproceedings{neurips2017_fast_56313, title = {{Fast, Sample-Efficient Algorithms for Structured Phase Retrieval}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9268}, } @inproceedings{icml2019_geometry_37400, title = {{Geometry and Symmetry in Short-and-Sparse Deconvolution}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/4207}, } @inproceedings{icml2022_near_40867, title = {{Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/16155}, } @inproceedings{neurips2017_robust_56633, title = {{Robust Estimation of Neural Signals in Calcium Imaging}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9075}, } @inproceedings{neurips2020_phase_60582, title = {{Phase retrieval in high dimensions: Statistical and computational phase transitions}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17737}, } @inproceedings{iclr2019_a_28751, title = {{A Data-Driven and Distributed Approach to Sparse Signal Representation and Recovery}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/1051}, } @inproceedings{icml2018_prdeep_37087, title = {{prDeep: Robust Phase Retrieval with a Flexible Deep Network}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/2480}, } @inproceedings{icml2017_on_36322, title = {{On the Iteration Complexity of Support Recovery via Hard Thresholding Pursuit}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/663}, } @inproceedings{neurips2018_phase_57507, title = {{Phase Retrieval Under a Generative Prior}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11871}, } @inproceedings{aaai2017_a_105703, title = {{A Sparse Dictionary Learning Framework to Discover Discriminative Source Activations in EEG Brain Mapping}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10745}, } @inproceedings{neurips2019_universality_59148, title = {{Universality in Learning from Linear Measurements}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14196}, } @inproceedings{neurips2020_all_59362, title = {{All-or-nothing statistical and computational phase transitions in sparse spiked matrix estimation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18954}, } @inproceedings{neurips2016_fast_55731, title = {{Fast recovery from a union of subspaces}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/7352}, } @inproceedings{neurips2018_learning_57332, title = {{Learning without the Phase: Regularized PhaseMax Achieves Optimal Sample Complexity}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11826}, } @inproceedings{neurips2024_precise_73853, title = {{Precise asymptotics of reweighted least-squares algorithms for linear diagonal networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93656}, } @inproceedings{aaai2024_iterative_6359, title = {{Iterative Regularization with k-support Norm: An Important Complement to Sparse Recovery}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29057}, } @inproceedings{aaai2024_superposed_7442, title = {{Superposed Atomic Representation for Robust High-Dimensional Data Recovery of Multiple Low-Dimensional Structures}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29502}, } @inproceedings{icml2024_straight_44303, title = {{Straight-Through Meets Sparse Recovery: the Support Exploration Algorithm}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34149}, } @inproceedings{icml2026_dual_54290, title = {{Dual Quaternion SE(3) Synchronization with Recovery Guarantees}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=nbkYuKIcXr}, } @inproceedings{neurips2025_efficient_74763, title = {{Efficient \$k\$-Sparse Band–Limited Interpolation with Improved Approximation Ratio}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=0xFgYI6oZr}, } @inproceedings{neurips2025_the_79472, title = {{The Price of Sparsity: Sufficient Conditions for Sparse Recovery using Sparse and Sparsified Measurements}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=pilivzwU7n}, } @inproceedings{iclr2026_price_84327, title = {{Price of Quality: Sufficient Conditions for Sparse Recovery using Mixed-Quality Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=1PIfB5w05x}, } @inproceedings{icml2024_exponential_44497, title = {{Exponential Spectral Pursuit: An Effective Initialization Method for Sparse Phase Retrieval}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33955}, } @inproceedings{icml2025_deterministic_48043, title = {{Deterministic Sparse Fourier Transform for Continuous Signals with Frequency Gap}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44564}, } @inproceedings{iclr2026_hierarchical_84565, title = {{Hierarchical Multi-Stage Recovery Framework for Kronecker Compressed Sensing}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=40e58sTE5F}, } @inproceedings{iclr2026_efficient_87442, title = {{Efficient Spatially-Variant Convolution via Differentiable Sparse Kernel Complex}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=bbuxDoRD2D}, } @inproceedings{neurips2026_beyond_91821, title = {{Beyond the Grid: Continuous Dictionary Pursuit for Interpretable Signal Decomposition}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/151808}, } @inproceedings{neurips2026_sparse_93438, title = {{Sparse blind deconvolution via thresholded Wirtinger flow}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/152549}, }