| Approximating Likelihood Ratios with Calibrated Discriminative Classifiers | Jun 6, 2015 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| A Primer on the Signature Method in Machine Learning | Mar 11, 2016 | BIG-bench Machine LearningDimensionality Reduction | CodeCode Available | 1 | 5 |
| Fast Network Embedding Enhancement via High Order Proximity Approximation | May 13, 2020 | Dimensionality ReductionLink Prediction | CodeCode Available | 1 | 5 |
| A preprocessing perspective for quantum machine learning classification advantage using NISQ algorithms | Aug 28, 2022 | Dimensionality ReductionQuantum Machine Learning | CodeCode Available | 1 | 5 |
| A tutorial on generalized eigendecomposition for denoising, contrast enhancement, and dimension reduction in multichannel electrophysiology | Apr 26, 2021 | DenoisingDimensionality Reduction | CodeCode Available | 1 | 5 |
| On Path Integration of Grid Cells: Group Representation and Isotropic Scaling | Jun 18, 2020 | Dimensionality ReductionPosition | CodeCode Available | 1 | 5 |
| A Spectral Method for Assessing and Combining Multiple Data Visualizations | Oct 25, 2022 | Data VisualizationDimensionality Reduction | CodeCode Available | 1 | 5 |
| FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language Models | Dec 28, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Deep reconstruction of strange attractors from time series | Feb 14, 2020 | Dimensionality ReductionTime Series | CodeCode Available | 1 | 5 |
| GCN-DevLSTM: Path Development for Skeleton-Based Action Recognition | Mar 22, 2024 | Action RecognitionDimensionality Reduction | CodeCode Available | 1 | 5 |
| Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning | Jun 21, 2022 | Dimensionality ReductionExperimental Design | CodeCode Available | 1 | 5 |
| Efficient Feature Extraction for High-resolution Video Frame Interpolation | Nov 25, 2022 | 4kDimensionality Reduction | CodeCode Available | 1 | 5 |
| Deep active subspaces - a scalable method for high-dimensional uncertainty propagation | Feb 27, 2019 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 1 | 5 |
| Curvature-based Feature Selection with Application in Classifying Electronic Health Records | Jan 10, 2021 | Breast Cancer DetectionBreast Tissue Identification | CodeCode Available | 1 | 5 |
| Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brain | Jan 19, 2021 | Data AugmentationDimensionality Reduction | CodeCode Available | 1 | 5 |
| Scalable conditional deep inverse Rosenblatt transports using tensor-trains and gradient-based dimension reduction | Jun 8, 2021 | Bayesian InferenceDimensionality Reduction | CodeCode Available | 1 | 5 |
| A hyperparameter-tuning approach to automated inverse planning | May 14, 2021 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 1 | 5 |
| Clustering with UMAP: Why and How Connectivity Matters | Aug 12, 2021 | ClusteringDimensionality Reduction | CodeCode Available | 1 | 5 |
| Correlation-based feature selection to identify functional dynamics in proteins | Apr 6, 2022 | ClusteringCommunity Detection | CodeCode Available | 1 | 5 |
| Deep Dimension Reduction for Supervised Representation Learning | Jun 10, 2020 | Dimensionality ReductionDisentanglement | CodeCode Available | 1 | 5 |
| Adversarial Autoencoders | Nov 18, 2015 | ClusteringData Visualization | CodeCode Available | 1 | 5 |
| CBMAP: Clustering-based manifold approximation and projection for dimensionality reduction | Apr 27, 2024 | ClusteringData Visualization | CodeCode Available | 1 | 5 |
| Collection Space Navigator: An Interactive Visualization Interface for Multidimensional Datasets | May 11, 2023 | Data VisualizationDimensionality Reduction | CodeCode Available | 1 | 5 |
| The Signature Kernel is the solution of a Goursat PDE | Jun 26, 2020 | Dimensionality ReductionGPU | CodeCode Available | 1 | 5 |
| Aha! Adaptive History-Driven Attack for Decision-Based Black-Box Models | Jan 1, 2021 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| Effective Sample Size, Dimensionality, and Generalization in Covariate Shift Adaptation | Oct 2, 2020 | Dimensionality ReductionDomain Adaptation | CodeCode Available | 1 | 5 |
| DartMinHash: Fast Sketching for Weighted Sets | May 23, 2020 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation | Mar 20, 2021 | Dimensionality ReductionNavigate | CodeCode Available | 1 | 5 |
| BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks | Mar 10, 2021 | BIG-bench Machine LearningDesign Synthesis | CodeCode Available | 1 | 5 |
| Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations | Jul 9, 2021 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| Deep Learning of Individual Aesthetics | Sep 24, 2020 | Deep LearningDimensionality Reduction | CodeCode Available | 1 | 5 |
| DeepView: Visualizing Classification Boundaries of Deep Neural Networks as Scatter Plots Using Discriminative Dimensionality Reduction | Sep 19, 2019 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| Detection and Retrieval of Out-of-Distribution Objects in Semantic Segmentation | May 14, 2020 | Dimensionality ReductionImage Retrieval | CodeCode Available | 1 | 5 |
| Diagnosing and Fixing Manifold Overfitting in Deep Generative Models | Apr 14, 2022 | Density EstimationDimensionality Reduction | CodeCode Available | 1 | 5 |
| A local approach to parameter space reduction for regression and classification tasks | Jul 22, 2021 | ClusteringDimensionality Reduction | CodeCode Available | 1 | 5 |
| Dimensionality Reduction of Longitudinal 'Omics Data using Modern Tensor Factorization | Nov 28, 2021 | Dimensionality ReductionFeature Engineering | CodeCode Available | 1 | 5 |
| Binary Bleed: Fast Distributed and Parallel Method for Automatic Model Selection | Jul 26, 2024 | Dimensionality ReductionDistributed Computing | CodeCode Available | 1 | 5 |
| Bayesian Optimization of Sampling Densities in MRI | Sep 15, 2022 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 1 | 5 |
| Discovering Distinctive "Semantics" in Super-Resolution Networks | Aug 1, 2021 | Dimensionality ReductionImage Super-Resolution | CodeCode Available | 1 | 5 |
| ActUp: Analyzing and Consolidating tSNE and UMAP | May 12, 2023 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| An Additive Autoencoder for Dimension Estimation | Oct 13, 2022 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| Distributed Out-of-Memory NMF on CPU/GPU Architectures | Feb 19, 2022 | CPUDimensionality Reduction | CodeCode Available | 1 | 5 |
| DMCNet: Diversified Model Combination Network for Understanding Engagement from Video Screengrabs | Apr 13, 2022 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| DMT-HI: MOE-based Hyperbolic Interpretable Deep Manifold Transformation for Unspervised Dimensionality Reduction | Oct 25, 2024 | Dimensionality ReductionMixture-of-Experts | CodeCode Available | 1 | 5 |
| Application of Clustering Algorithms for Dimensionality Reduction in Infrastructure Resilience Prediction Models | May 6, 2022 | ClusteringDimensionality Reduction | CodeCode Available | 1 | 5 |
| An Embedding is Worth a Thousand Noisy Labels | Aug 26, 2024 | Dimensionality ReductionSupervised dimensionality reduction | CodeCode Available | 1 | 5 |
| A New Basis for Sparse Principal Component Analysis | Jul 1, 2020 | ClusteringDimensionality Reduction | CodeCode Available | 1 | 5 |
| Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decomposition | Oct 3, 2024 | Brain Tumor ClassificationBrain Tumor Segmentation | CodeCode Available | 1 | 5 |
| Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models | Jul 8, 2022 | Dimensionality Reductionimage-classification | CodeCode Available | 1 | 5 |
| BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders | Mar 6, 2020 | ClusteringDecoder | CodeCode Available | 1 | 5 |
