dimension reduction

Dimension Reduction via Sum-of-Squares and Improved Clustering Algorithms for Non-Spherical Mixtures COLT 2026 FARMER: Flow AutoRegressive Transformer over Pixels CVPR 2026 Kernel Mean Embedding Deviation Subspace for Unsupervised Learning with Heterogeneous Data JMLR 2026 Multivariate Functional Linear Discriminant Analysis for Partially-Observed Time Series (Abstract Reprint) AAAI 2026 Order-Preserving Dimension Reduction for Multimodal Semantic Embedding AAAI 2026 Supervised Dynamic Dimension Reduction with Deep Neural Network AAAI 2026 Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximations ICLR 2025 Bayesian Data Sketching for Varying Coefficient Regression Models JMLR 2025 Contrastive Functional Principal Component Analysis AAAI 2025 Croppable Knowledge Graph Embedding ACL 2025 Dimension Reduction for Symbolic Regression AAAI 2025 Dimension Reduction with Locally Adjusted Graphs AAAI 2025 Estimation of Local Geometric Structure on Manifolds from Noisy Data JMLR 2025 Generalized Dimension Reduction Using Semi-Relaxed Gromov-Wasserstein Distance AAAI 2025 Learning causal graphs via nonlinear sufficient dimension reduction JMLR 2025 Learning signals defined on graphs with optimal transport and Gaussian process regression AISTATS 2025 Manifold Fitting under Unbounded Noise JMLR 2025 Nonlinear functional regression by functional deep neural network with kernel embedding JMLR 2025 ODDR: Outlier Detection & Dimension Reduction Based Defense Against Adversarial Patches ICCV 2025 On Probabilistic Embeddings in Optimal Dimension Reduction JMLR 2025 Randomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery Guarantees JMLR 2025 Refining Dimensions for Improving Clustering-based Cross-lingual Topic Models COLING 2025 Simple and Effective Content Encoder for Singing Voice Conversion via SSL-Embedding Dimension Reduction Interspeech 2025 SMEC:Rethinking Matryoshka Representation Learning for Retrieval Embedding Compression EMNLP 2025 The Noisy Laplacian: a Threshold Phenomenon for Non-Linear Dimension Reduction ICML 2025