% Key papers for Subspace clustering (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2017_superpixels_12670, title = {{Superpixels and Polygons Using Simple Non-Iterative Clustering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{cvpr2016_scalable_11837, title = {{Scalable Sparse Subspace Clustering by Orthogonal Matching Pursuit}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2016_oracle_11748, title = {{Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{aaai2020_tensor_101947, title = {{Tensor-SVD Based Graph Learning for Multi-View Subspace Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5807}, } @inproceedings{cvpr2016_manifold_11692, title = {{Manifold SLIC: A Fast Method to Compute Content-Sensitive Superpixels}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{aaai2016_multiple_105077, title = {{Multiple Kernel k-Means Clustering with Matrix-Induced Regularization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10249}, } @inproceedings{iclr2018_spectralnet_28514, title = {{SpectralNet: Spectral Clustering using Deep Neural Networks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2018}, url = {https://iclr.cc/virtual/2018/poster/290}, } @inproceedings{aaai2020_unified_102247, title = {{Unified Graph and Low-Rank Tensor Learning for Multi-View Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6109}, } @inproceedings{cvpr2016_kernel_11635, title = {{Kernel Sparse Subspace Clustering on Symmetric Positive Definite Manifolds}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{aaai2023_auto_3139, title = {{Auto-Weighted Multi-View Clustering for Large-Scale Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26201}, } @inproceedings{aaai2017_twin_104476, title = {{Twin Learning for Similarity and Clustering: A Unified Kernel Approach}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10853}, } @inproceedings{aaai2019_efficient_101643, title = {{Efficient and Effective Incomplete Multi-View Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4350}, } @inproceedings{aaai2017_multiple_104516, title = {{Multiple Kernel k-Means with Incomplete Kernels}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10893}, } @inproceedings{cvpr2020_stochastic_16287, title = {{Stochastic Sparse Subspace Clustering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2018_deep_12960, title = {{Deep Density Clustering of Unconstrained Faces}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2018}, url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Lin_Deep_Density_Clustering_CVPR_2018_paper.html}, } @inproceedings{aaai2017_image_103924, title = {{Image Cosegmentation via Saliency-Guided Constrained Clustering with Cosine Similarity}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11203}, } @inproceedings{cvpr2017_subspace_12668, title = {{Subspace Clustering via Variance Regularized Ridge Regression}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{aaai2017_cascade_104447, title = {{Cascade Subspace Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10824}, } @inproceedings{cvpr2022_eigenlanes_18749, title = {{Eigenlanes: Data-Driven Lane Descriptors for Structurally Diverse Lanes}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{aaai2021_hierarchical_711, title = {{Hierarchical Multiple Kernel Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/08671-hierarchical-multiple-kernel-clustering/}, } @inproceedings{cvpr2024_correspondence_23052, title = {{Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering Analysis}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30090}, } @inproceedings{aaai2024_low_6554, title = {{Low-Rank Kernel Tensor Learning for Incomplete Multi-View Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29526}, } @inproceedings{aaai2024_dvsai_5584, title = {{DVSAI: Diverse View-Shared Anchors Based Incomplete Multi-View Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29595}, } @inproceedings{aaai2025_sharper_10755, title = {{Sharper Error Bounds in Late Fusion Multi-view Clustering with Eigenvalue Proportion Optimization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33799}, } @inproceedings{cvpr2025_large_26721, title = {{Large-scale Multi-view Tensor Clustering with Implicit Linear Kernels}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33815}, } @inproceedings{aaai2025_incremental_9558, title = {{Incremental Nyström-based Multiple Kernel Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33825}, } @inproceedings{aaai2025_koala_9635, title = {{KOALA: Kernel Coupling and Element Imputation Induced Multi-View Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35461}, } @inproceedings{neurips2024_capturing_72805, title = {{Capturing the denoising effect of PCA via compression ratio}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94592}, } @inproceedings{neurips2024_achieving_73315, title = {{Achieving Optimal Clustering in Gaussian Mixture Models with Anisotropic Covariance Structures}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94130}, } @inproceedings{neurips2024_from_73932, title = {{From Dictionary to Tensor: A Scalable Multi-View Subspace Clustering Framework with Triple Information Enhancement}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93579}, } @inproceedings{neurips2024_evaluate_74518, title = {{Evaluate then Cooperate: Shapley-based View Cooperation Enhancement for Multi-view Clustering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93062}, } @inproceedings{cvpr2025_a_25357, title = {{A Flag Decomposition for Hierarchical Datasets}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33004}, } @inproceedings{aaai2026_deep_106746, title = {{Deep Clustering Based on Sparse Kolmogorov-Arnold Network and Spectral Constraint}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39053}, } @inproceedings{aaai2026_maximizing_107100, title = {{Maximizing Schatten-p Norm Regularization Toward Balance}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39452}, } @inproceedings{icml2025_robust_46365, title = {{Robust Consensus Anchor Learning for Efficient Multi-view Subspace Clustering}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46197}, } @inproceedings{neurips2024_geometric_73800, title = {{Geometric Analysis of Nonlinear Manifold Clustering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93708}, } @inproceedings{icml2024_edison_44996, title = {{EDISON: Enhanced Dictionary-Induced Tensorized Incomplete Multi-View Clustering with Gaussian Error Rank Minimization}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33456}, } @inproceedings{icml2024_scalable_45226, title = {{Scalable Multiple Kernel Clustering: Learning Clustering Structure from Expectation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33226}, } @inproceedings{icml2025_a_47488, title = {{A Sub-Problem Quantum Alternating Operator Ansatz for Correlation Clustering}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45107}, } @inproceedings{icml2025_heterogeneous_48831, title = {{Heterogeneous Sufficient Dimension Reduction and Subspace Clustering}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43791}, }