| Path Development Network with Finite-dimensional Lie Group Representation | Apr 2, 2022 | Dimensionality ReductionIrregular Time Series | CodeCode Available | 1 |
| Transformers for 1D Signals in Parkinson's Disease Detection from Gait | Apr 1, 2022 | Dimensionality Reduction | CodeCode Available | 1 |
| Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality Reduction | Mar 24, 2022 | 16kData Augmentation | CodeCode Available | 1 |
| AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breath | Mar 15, 2022 | 8kAudio Classification | CodeCode Available | 1 |
| Vertical Federated Principal Component Analysis and Its Kernel Extension on Feature-wise Distributed Data | Mar 3, 2022 | Dimensionality ReductionFederated Learning | CodeCode Available | 1 |
| Distributed Out-of-Memory NMF on CPU/GPU Architectures | Feb 19, 2022 | CPUDimensionality Reduction | CodeCode Available | 1 |
| An efficient aggregation method for the symbolic representation of temporal data | Jan 14, 2022 | Dimensionality ReductionInformation Retrieval | CodeCode Available | 1 |
| SLISEMAP: Supervised dimensionality reduction through local explanations | Jan 12, 2022 | ClassificationDimensionality Reduction | CodeCode Available | 1 |
| Scalable semi-supervised dimensionality reduction with GPU-accelerated EmbedSOM | Jan 3, 2022 | Data VisualizationDimensionality Reduction | CodeCode Available | 1 |
| Triangle Attack: A Query-efficient Decision-based Adversarial Attack | Dec 13, 2021 | Adversarial AttackDimensionality Reduction | CodeCode Available | 1 |
| Level set learning with pseudo-reversible neural networks for nonlinear dimension reduction in function approximation | Dec 2, 2021 | Dimensionality Reductionregression | CodeCode Available | 1 |
| Dimensionality Reduction of Longitudinal 'Omics Data using Modern Tensor Factorization | Nov 28, 2021 | Dimensionality ReductionFeature Engineering | CodeCode Available | 1 |
| The chemical space of terpenes: insights from data science and AI | Oct 27, 2021 | ClusteringDimensionality Reduction | CodeCode Available | 1 |
| TLDR: Twin Learning for Dimensionality Reduction | Oct 18, 2021 | Dimensionality ReductionRepresentation Learning | CodeCode Available | 1 |
| Nonnegative spatial factorization | Oct 12, 2021 | Dimensionality ReductionGaussian Processes | CodeCode Available | 1 |
| Automatic Recognition of Abdominal Organs in Ultrasound Images based on Deep Neural Networks and K-Nearest-Neighbor Classification | Oct 9, 2021 | ClassificationDimensionality Reduction | CodeCode Available | 1 |
| Learning Compact Representations of Neural Networks using DiscriminAtive Masking (DAM) | Oct 1, 2021 | Dimensionality ReductionGraph Representation Learning | CodeCode Available | 1 |
| Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN) | Aug 30, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| Clustering with UMAP: Why and How Connectivity Matters | Aug 12, 2021 | ClusteringDimensionality Reduction | CodeCode Available | 1 |
| Discovering Distinctive "Semantics" in Super-Resolution Networks | Aug 1, 2021 | Dimensionality ReductionImage Super-Resolution | CodeCode Available | 1 |
| A local approach to parameter space reduction for regression and classification tasks | Jul 22, 2021 | ClusteringDimensionality Reduction | CodeCode Available | 1 |
| Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models | Jul 21, 2021 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 1 |
| Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations | Jul 9, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| Generative locally linear embedding: A module for manifold unfolding and visualization | Jul 6, 2021 | Data VisualizationDimensionality Reduction | CodeCode Available | 1 |
| SKFAC: Training Neural Networks With Faster Kronecker-Factored Approximate Curvature | Jun 19, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| Deep Learning for Functional Data Analysis with Adaptive Basis Layers | Jun 19, 2021 | Deep LearningDimensionality Reduction | CodeCode Available | 1 |
| PyKale: Knowledge-Aware Machine Learning from Multiple Sources in Python | Jun 17, 2021 | BIG-bench Machine LearningDimensionality Reduction | CodeCode Available | 1 |
| Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA | Jun 17, 2021 | Dimensionality ReductionDisentanglement | CodeCode Available | 1 |
| ATD: Augmenting CP Tensor Decomposition by Self Supervision | Jun 15, 2021 | Data AugmentationDimensionality Reduction | CodeCode Available | 1 |
| Improving Metric Dimensionality Reduction with Distributed Topology | Jun 14, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| HUMAP: Hierarchical Uniform Manifold Approximation and Projection | Jun 14, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| Unsupervised Behaviour Discovery with Quality-Diversity Optimisation | Jun 10, 2021 | Dimensionality ReductionDiversity | CodeCode Available | 1 |
| Large-scale optimal transport map estimation using projection pursuit | Jun 9, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| Scalable conditional deep inverse Rosenblatt transports using tensor-trains and gradient-based dimension reduction | Jun 8, 2021 | Bayesian InferenceDimensionality Reduction | CodeCode Available | 1 |
| HoroPCA: Hyperbolic Dimensionality Reduction via Horospherical Projections | Jun 7, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| SKFAC:Training Neural Networks with Faster Kronecker-Factored Approximate Curvature | Jun 1, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| WiCluster: Passive Indoor 2D/3D Positioning using WiFi without Precise Labels | May 31, 2021 | Dimensionality ReductionPosition | CodeCode Available | 1 |
| Estimating leverage scores via rank revealing methods and randomization | May 23, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| A hyperparameter-tuning approach to automated inverse planning | May 14, 2021 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 1 |
| A tutorial on generalized eigendecomposition for denoising, contrast enhancement, and dimension reduction in multichannel electrophysiology | Apr 26, 2021 | DenoisingDimensionality Reduction | CodeCode Available | 1 |
| Equivariant Wavelets: Fast Rotation and Translation Invariant Wavelet Scattering Transforms | Apr 22, 2021 | Dimensionality ReductionTranslation | CodeCode Available | 1 |
| ProsoBeast Prosody Annotation Tool | Apr 6, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word Representations | Apr 6, 2021 | Decision MakingDimensionality Reduction | CodeCode Available | 1 |
| Generative Locally Linear Embedding | Apr 4, 2021 | Dimensionality ReductionVariational Inference | CodeCode Available | 1 |
| Rethinking Spatial Dimensions of Vision Transformers | Mar 30, 2021 | Dimensionality Reductionimage-classification | CodeCode Available | 1 |
| Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration | Mar 23, 2021 | Adversarial RobustnessDimensionality Reduction | CodeCode Available | 1 |
| Low Dimensional Landscape Hypothesis is True: DNNs can be Trained in Tiny Subspaces | Mar 20, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation | Mar 20, 2021 | Dimensionality ReductionNavigate | CodeCode Available | 1 |
| Revisiting Dynamic Convolution via Matrix Decomposition | Mar 15, 2021 | Dimensionality Reduction | CodeCode Available | 1 |
| R-PointHop: A Green, Accurate, and Unsupervised Point Cloud Registration Method | Mar 15, 2021 | AttributeDimensionality Reduction | CodeCode Available | 1 |
