% Key papers for Sparse regression with guarantees (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{icml2016_pd_35941,
  title = {{PD-Sparse : A Primal and Dual Sparse Approach to Extreme Multiclass and Multilabel Classification}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2016},
  url = {https://proceedings.mlr.press/v48/yenb16.html},
}

@inproceedings{aaai2017_learning_104443,
  title = {{Learning Sparse Task Relations in Multi-Task Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2017},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/10820},
}

@inproceedings{aaai2018_sc2net_102454,
  title = {{SC2Net: Sparse LSTMs for Sparse Coding}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/11721},
}

@inproceedings{cvpr2016_equiangular_11530,
  title = {{Equiangular Kernel Dictionary Learning With Applications to Dynamic Texture Analysis}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2016},
}

@inproceedings{neurips2016_selective_55988,
  title = {{Selective inference for group-sparse linear models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/7393},
}

@inproceedings{neurips2016_gap_55744,
  title = {{GAP Safe Screening Rules for Sparse-Group Lasso}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/7112},
}

@inproceedings{cvpr2017_low_12443,
  title = {{Low-Rank-Sparse Subspace Representation for Robust Regression}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2017},
}

@inproceedings{iclr2018_a_28412,
  title = {{A Compressed Sensing View of Unsupervised Text Embeddings, Bag-of-n-Grams, and LSTMs}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2018},
  url = {https://iclr.cc/virtual/2018/poster/96},
}

@inproceedings{icml2016_sparse_35982,
  title = {{Sparse Nonlinear Regression: Parameter Estimation under Nonconvexity}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2016},
  url = {https://proceedings.mlr.press/v48/yangc16.html},
}

@inproceedings{icml2019_large_37468,
  title = {{Large-Scale Sparse Kernel Canonical Correlation Analysis}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2019},
  url = {https://icml.cc/virtual/2019/poster/3793},
}

@inproceedings{iclr2020_sparse_29372,
  title = {{Sparse Coding with Gated Learned ISTA}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2020},
  url = {https://openreview.net/forum?id=BygPO2VKPH},
}

@inproceedings{aaai2021_learned_858,
  title = {{Learned Extragradient ISTA with Interpretable Residual Structures for Sparse Coding}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2021},
  url = {https://aaai.org/papers/08501-learned-extragradient-ista-with-interpretable-residual-structures-for-sparse-coding/},
}

@inproceedings{cvpr2019_low_14483,
  title = {{Low-Rank Laplacian-Uniform Mixed Model for Robust Face Recognition}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2019},
}

@inproceedings{neurips2016_exact_55715,
  title = {{Exact Recovery of Hard Thresholding Pursuit}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/7296},
}

@inproceedings{neurips2016_learning_55835,
  title = {{Learning brain regions via large-scale online structured sparse dictionary learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/7005},
}

@inproceedings{neurips2019_fast_58262,
  title = {{Fast Sparse Group Lasso}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/13379},
}

@inproceedings{cvpr2016_subspace_11902,
  title = {{Subspace Clustering With Priors via Sparse Quadratically Constrained Quadratic Programming}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2016},
}

@inproceedings{aaai2017_mpgl_104442,
  title = {{MPGL: An Efficient Matching Pursuit Method for Generalized LASSO}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2017},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/10819},
}

@inproceedings{icml2018_signal_36987,
  title = {{Signal and Noise Statistics Oblivious Orthogonal Matching Pursuit}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2018},
  url = {https://icml.cc/virtual/2018/poster/2315},
}

@inproceedings{icml2016_experimental_35827,
  title = {{Experimental Design on a Budget for Sparse Linear Models and Applications}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2016},
  url = {https://proceedings.mlr.press/v48/ravi16.html},
}

@inproceedings{aaai2024_secure_7277,
  title = {{Secure Distributed Sparse Gaussian Process Models Using Multi-Key Homomorphic Encryption}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29357},
}

@inproceedings{neurips2024_block_72806,
  title = {{Block Sparse Bayesian Learning: A Diversified Scheme}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94591},
}

@inproceedings{aaai2024_efficient_5808,
  title = {{Efficient Learning of PDEs via Taylor Expansion and Sparse Decomposition into Value and Fourier Domains}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29356},
}

@inproceedings{icml2024_fast_45631,
  title = {{Fast White-Box Adversarial Streaming Without a Random Oracle}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/32821},
}

@inproceedings{icml2026_toward_54182,
  title = {{Toward Identifiable Sparse Autoencoders}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=miLK9YcxtA},
}

@inproceedings{neurips2024_adversarially_71766,
  title = {{Adversarially Robust Dense-Sparse Tradeoffs via Heavy-Hitters}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95523},
}

@inproceedings{neurips2024_the_74172,
  title = {{The Iterative Optimal Brain Surgeon: Faster Sparse Recovery by Leveraging Second-Order Information}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93373},
}

@inproceedings{neurips2025_foundations_76151,
  title = {{Foundations of Top-\$k\$ Decoding for Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=G7CiAs8xyw},
}

@inproceedings{iclr2025_global_80775,
  title = {{Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/30993},
}

@inproceedings{neurips2026_winning_94176,
  title = {{Winning Lottery Tickets in Neural Networks via a Quantum-Inspired Classical Algorithm}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/149134},
}

@inproceedings{aaai2026_positive_107101,
  title = {{Positive Definite Sparse Covariance Estimation via Dual Space Optimization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39453},
}

@inproceedings{icml2024_an_43514,
  title = {{An Iterative Min-Min Optimization Method for Sparse Bayesian Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34938},
}

@inproceedings{icml2024_sparse_45636,
  title = {{Sparse Dimensionality Reduction Revisited}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/32816},
}

@inproceedings{icml2026_column_54101,
  title = {{Column Thresholding for Sparse Spiked Wigner Models: Improved Signal Strength Requirements}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=lsnjzAuTZj},
}

@inproceedings{neurips2024_distributed_70830,
  title = {{Distributed Sparse Regression via Penalization}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/98302},
}

@inproceedings{neurips2026_can_90530,
  title = {{Can Metadata Fix the Gauge? Calibration Turns Sparse Multi-Source Learning from Sparse PCA into Sparse Mean Recovery}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/152833},
}