% Key papers for Structured low-rank learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2016_recognizing_11794, title = {{Recognizing Emotions From Abstract Paintings Using Non-Linear Matrix Completion}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{aaai2016_top_104724, title = {{Top-N Recommender System via Matrix Completion}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/9967}, } @inproceedings{cvpr2022_moving_19370, title = {{Moving Window Regression: A Novel Approach to Ordinal Regression}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{aaai2016_multi_105089, title = {{Multi-Stage Multi-Task Learning with Reduced Rank}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10261}, } @inproceedings{aaai2017_low_105716, title = {{Low-Rank Linear Cold-Start Recommendation from Social Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10758}, } @inproceedings{aaai2020_fast_101891, title = {{Fast Adaptively Weighted Matrix Factorization for Recommendation with Implicit Feedback}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5751}, } @inproceedings{aaai2018_confidence_99803, title = {{Confidence-Aware Matrix Factorization for Recommender Systems}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11251}, } @inproceedings{aaai2017_low_104492, title = {{Low-Rank Factorization of Determinantal Point Processes}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10869}, } @inproceedings{neurips2016_blind_55606, title = {{Blind Regression: Nonparametric Regression for Latent Variable Models via Collaborative Filtering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/7072}, } @inproceedings{icml2018_sql_36971, title = {{SQL-Rank: A Listwise Approach to Collaborative Ranking}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/2098}, } @inproceedings{cvpr2017_revisiting_12584, title = {{Revisiting Metric Learning for SPD Matrix Based Visual Representation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{aaai2018_ranking_101017, title = {{Ranking Wily People Who Rank Each Other}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11467}, } @inproceedings{aaai2017_matrix_104601, title = {{Matrix Factorisation for Scalable Energy Breakdown}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11179}, } @inproceedings{neurips2017_mixture_56478, title = {{Mixture-Rank Matrix Approximation for Collaborative Filtering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/8844}, } @inproceedings{neurips2017_svd_56642, title = {{SVD-Softmax: Fast Softmax Approximation on Large Vocabulary Neural Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9321}, } @inproceedings{aaai2019_holographic_101733, title = {{Holographic Factorization Machines for Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4448}, } @inproceedings{aaai2023_efficient_3556, title = {{Efficient Top-K Feature Selection Using Coordinate Descent Method}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26258}, } @inproceedings{neurips2016_kronecker_55803, title = {{Kronecker Determinantal Point Processes}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/7235}, } @inproceedings{cvpr2017_kernel_12376, title = {{Kernel Square-Loss Exemplar Machines for Image Retrieval}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{aaai2019_near_101636, title = {{Near-Neighbor Methods in Random Preference Completion}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4343}, } @inproceedings{iclr2024_hyperattention_33977, title = {{HyperAttention: Long-context Attention in Near-Linear Time}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19098}, } @inproceedings{neurips2024_lorann_74462, title = {{LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor Search}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93112}, } @inproceedings{icml2024_algorithm_45385, title = {{Algorithm and Hardness for Dynamic Attention Maintenance in Large Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33066}, } @inproceedings{neurips2024_an_70755, title = {{An Autoencoder-Like Nonnegative Matrix Co-Factorization for Improved Student Cognitive Modeling}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96371}, } @inproceedings{neurips2025_purifying_79002, title = {{Purifying Shampoo: Investigating Shampoo's Heuristics by Decomposing its Preconditioner}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=kePsKwxvaV}, } @inproceedings{icml2024_efficient_44748, title = {{Efficient Pareto Manifold Learning with Low-Rank Structure}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33704}, } @inproceedings{icml2025_a_45943, title = {{A Geometric Approach to Personalized Recommendation with Set-Theoretic Constraints Using Box Embeddings}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46603}, } @inproceedings{icml2025_rank_46039, title = {{Rank-One Modified Value Iteration}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46510}, } @inproceedings{icml2025_efficient_47321, title = {{Efficient Network Automatic Relevance Determination}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45268}, } @inproceedings{icml2025_efficiently_47839, title = {{Efficiently Access Diffusion Fisher: Within the Outer Product Span Space}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44763}, } @inproceedings{icml2025_low_48241, title = {{Low-Rank Thinning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44371}, } @inproceedings{icml2025_model_48903, title = {{Model Immunization from a Condition Number Perspective}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43720}, } @inproceedings{icml2026_gaming_51457, title = {{Gaming Consensus: Coordinated Manipulation in Crowdsourced Fact-Checking}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=MMmO3hxYsK}, } @inproceedings{neurips2024_on_71197, title = {{On Socially Fair Low-Rank Approximation and Column Subset Selection}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96034}, } @inproceedings{neurips2024_metric_73566, title = {{Metric Transforms and Low Rank Representations of Kernels for Fast Attention}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93915}, } @inproceedings{neurips2025_low_74849, title = {{Low-Rank Graphon Learning for Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=1n5TJh3LEb}, } @inproceedings{neurips2025_semi_76118, title = {{Semi-supervised Vertex Hunting, with Applications in Network and Text Analysis}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=FhJLFLPqH5}, } @inproceedings{iclr2025_fitting_81235, title = {{Fitting Networks with a Cancellation Trick}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30535}, } @inproceedings{iclr2025_faster_81301, title = {{Faster Algorithms for Structured Linear and Kernel Support Vector Machines}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30470}, } @inproceedings{iclr2025_a_82729, title = {{A New Perspective on Shampoo's Preconditioner}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29069}, }