% Key papers for Matrix completion and factorization (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2016_high_55772,
  title = {{High-Rank Matrix Completion and Clustering under Self-Expressive Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/6963},
}

@inproceedings{icml2016_online_35934,
  title = {{Online Low-Rank Subspace Clustering by Basis Dictionary Pursuit}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2016},
  url = {https://proceedings.mlr.press/v48/shen16.html},
}

@inproceedings{cvpr2019_online_14607,
  title = {{Online High Rank Matrix Completion}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2019},
}

@inproceedings{icml2016_dictionary_35792,
  title = {{Dictionary Learning for Massive Matrix Factorization}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2016},
  url = {https://proceedings.mlr.press/v48/mensch16.html},
}

@inproceedings{neurips2019_factor_58252,
  title = {{Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/13653},
}

@inproceedings{icml2016_low_35895,
  title = {{Low-Rank Matrix Approximation with Stability}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2016},
  url = {https://proceedings.mlr.press/v48/lib16.html},
}

@inproceedings{aaai2017_efficient_104509,
  title = {{Efficient Sparse Low-Rank Tensor Completion Using the Frank-Wolfe Algorithm}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2017},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/10886},
}

@inproceedings{aaai2020_polynomial_101936,
  title = {{Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/5796},
}

@inproceedings{icml2017_algebraic_36057,
  title = {{Algebraic Variety Models for High-Rank Matrix Completion}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2017},
  url = {https://icml.cc/virtual/2017/poster/879},
}

@inproceedings{neurips2016_a_55546,
  title = {{A Sparse Interactive Model for Matrix Completion with Side Information}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/7319},
}

@inproceedings{cvpr2017_nonnegative_12496,
  title = {{Nonnegative Matrix Underapproximation for Robust Multiple Model Fitting}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2017},
}

@inproceedings{icml2016_a_35724,
  title = {{A Subspace Learning Approach for High Dimensional Matrix Decomposition with Efficient Column/Row Sampling}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2016},
  url = {https://proceedings.mlr.press/v48/rahmani16.html},
}

@inproceedings{cvpr2019_res_14693,
  title = {{RES-PCA: A Scalable Approach to Recovering Low-Rank Matrices}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2019},
}

@inproceedings{neurips2017_thy_56726,
  title = {{Thy Friend is My Friend: Iterative Collaborative Filtering for Sparse Matrix Estimation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2017},
  url = {https://nips.cc/virtual/2017/poster/9248},
}

@inproceedings{icml2018_a_36474,
  title = {{A Primal-Dual Analysis of Global Optimality in Nonconvex Low-Rank Matrix Recovery}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2018},
  url = {https://icml.cc/virtual/2018/poster/2096},
}

@inproceedings{aaai2020_fast_102210,
  title = {{Fast and Efficient Boolean Matrix Factorization by Geometric Segmentation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6072},
}

@inproceedings{icml2017_nearly_36302,
  title = {{Nearly Optimal Robust Matrix Completion}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2017},
  url = {https://icml.cc/virtual/2017/poster/772},
}

@inproceedings{neurips2019_missing_58608,
  title = {{Missing Not at Random in Matrix Completion: The Effectiveness of Estimating Missingness Probabilities Under a Low Nuclear Norm Assumption}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/14398},
}

@inproceedings{icml2019_faster_37364,
  title = {{Faster Algorithms for Binary Matrix Factorization}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2019},
  url = {https://icml.cc/virtual/2019/poster/4153},
}

@inproceedings{neurips2016_noise_55897,
  title = {{Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2016},
  url = {https://nips.cc/virtual/2016/poster/6940},
}

@inproceedings{aaai2024_lere_6396,
  title = {{LERE: Learning-Based Low-Rank Matrix Recovery with Rank Estimation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29557},
}

@inproceedings{iclr2024_low_34274,
  title = {{Low Rank Matrix Completion via Robust Alternating Minimization in Nearly Linear Time}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18801},
}

@inproceedings{aaai2024_delegation_5660,
  title = {{Delegation-Relegation for Boolean Matrix Factorization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30049},
}

@inproceedings{neurips2024_a_72743,
  title = {{A Pairwise Pseudo-likelihood Approach for Matrix Completion with Informative Missingness}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94648},
}

@inproceedings{iclr2025_efficient_83654,
  title = {{Efficient Alternating Minimization with Applications to Weighted Low Rank Approximation}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/28163},
}

@inproceedings{icml2025_optimal_46958,
  title = {{Optimal Transfer Learning for Missing Not-at-Random Matrix Completion}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/45622},
}

@inproceedings{icml2026_an_54603,
  title = {{An Exterior Method for Nonnegative Matrix Factorization}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=qhG8ONjZK0},
}

@inproceedings{neurips2024_efficient_70767,
  title = {{Efficient Minimum Bayes Risk Decoding using Low-Rank Matrix Completion Algorithms}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96360},
}

@inproceedings{neurips2024_randomized_71515,
  title = {{Randomized Sparse Matrix Compression for Large-Scale Constrained Optimization in Cancer Radiotherapy}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95748},
}

@inproceedings{neurips2024_semi_72624,
  title = {{Semi-Random Matrix Completion via Flow-Based Adaptive Reweighting}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94756},
}

@inproceedings{neurips2025_rgnmr_77532,
  title = {{RGNMR: A Gauss-Newton method for robust matrix completion with theoretical guarantees}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=UzEaeDovxl},
}

@inproceedings{neurips2025_fast_78413,
  title = {{Fast exact recovery of noisy matrix from few entries: the infinity norm approach}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=eKeQB9mpuT},
}

@inproceedings{iclr2026_consistent_84550,
  title = {{Consistent Low-Rank Approximation}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=3sJ4zKToW6},
}

@inproceedings{neurips2026_group_94687,
  title = {{Group-Aware Matrix Estimation and Latent Subspace Recovery}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/153493},
}

@inproceedings{aaai2026_generalization_107087,
  title = {{Generalization Bounds for Semi-supervised Matrix Completion with Distributional Side Information}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39439},
}

@inproceedings{aaai2026_hybrid_107454,
  title = {{Hybrid Restricted Master Problem for Boolean Matrix Factorisation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39806},
}

@inproceedings{icml2024_generalization_43411,
  title = {{Generalization Analysis of Deep Non-linear Matrix Completion}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/35041},
}

@inproceedings{icml2025_matrix_48147,
  title = {{Matrix Completion with Incomplete Side Information via Orthogonal Complement Projection}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/44462},
}

@inproceedings{neurips2024_connectivity_70902,
  title = {{Connectivity Shapes Implicit Regularization in Matrix Factorization Models for Matrix Completion}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96297},
}

@inproceedings{neurips2026_improving_90806,
  title = {{Improving the Optimization Landscape of Matrix Completion with \$epsilon\$-close Surrogates}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/151753},
}