| Revisiting PCA for time series reduction in temporal dimension | Dec 27, 2024 | Computational EfficiencyDimensionality Reduction | CodeCode Available | 7 | 5 |
| Dimension Reduction with Locally Adjusted Graphs | Dec 19, 2024 | Dimensionality Reduction | CodeCode Available | 4 | 5 |
| XGBoost: A Scalable Tree Boosting System | Mar 9, 2016 | BIG-bench Machine LearningClustering | CodeCode Available | 4 | 5 |
| Parametric UMAP embeddings for representation and semi-supervised learning | Sep 27, 2020 | Dimensionality Reduction | CodeCode Available | 3 | 5 |
| ivis Dimensionality Reduction Framework for Biomacromolecular Simulations | Apr 22, 2020 | Dimensionality Reduction | CodeCode Available | 3 | 5 |
| Learning 3D Human Pose Estimation from Dozens of Datasets using a Geometry-Aware Autoencoder to Bridge Between Skeleton Formats | Dec 29, 2022 | 3D Human Pose EstimationDimensionality Reduction | CodeCode Available | 2 | 5 |
| Modular Boundaries in Recurrent Neural Networks | Oct 31, 2023 | Community DetectionDimensionality Reduction | CodeCode Available | 2 | 5 |
| Efficient Multi-Scale Attention Module with Cross-Spatial Learning | May 23, 2023 | Dimensionality Reductionimage-classification | CodeCode Available | 2 | 5 |
| LeanVec: Searching vectors faster by making them fit | Dec 26, 2023 | Cross-Modal RetrievalDimensionality Reduction | CodeCode Available | 2 | 5 |
| RetroMAE v2: Duplex Masked Auto-Encoder For Pre-Training Retrieval-Oriented Language Models | Nov 16, 2022 | Dimensionality ReductionInformation Retrieval | CodeCode Available | 2 | 5 |
| TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network | Feb 6, 2022 | Data AugmentationDimensionality Reduction | CodeCode Available | 2 | 5 |
| A Survey on Generative Diffusion Model | Sep 6, 2022 | Dimensionality Reductionmodel | CodeCode Available | 2 | 5 |
| Discover and Mitigate Multiple Biased Subgroups in Image Classifiers | Mar 19, 2024 | Dimensionality ReductionSubgroup Discovery | CodeCode Available | 2 | 5 |
| ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks | Oct 8, 2019 | Dimensionality Reductionimage-classification | CodeCode Available | 2 | 5 |
| High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft | Nov 10, 2023 | Bayesian OptimizationCantilever Beam | CodeCode Available | 2 | 5 |
| Geomstats: A Python Package for Riemannian Geometry in Machine Learning | Apr 7, 2020 | BIG-bench Machine LearningClustering | CodeCode Available | 2 | 5 |
| ImMesh: An Immediate LiDAR Localization and Meshing Framework | Jan 12, 2023 | CPUDimensionality Reduction | CodeCode Available | 2 | 5 |
| Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofing | Apr 8, 2025 | DeepFake DetectionDimensionality Reduction | CodeCode Available | 2 | 5 |
| ProtTrans: Towards Cracking the Language of Life's Code Through Self-Supervised Deep Learning and High Performance Computing | Jul 13, 2020 | Dimensionality ReductionProtein Secondary Structure Prediction | CodeCode Available | 2 | 5 |
| Deep Learning for Functional Data Analysis with Adaptive Basis Layers | Jun 19, 2021 | Deep LearningDimensionality Reduction | 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 |
| Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations | Jul 9, 2021 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| Aha! Adaptive History-Driven Attack for Decision-Based Black-Box Models | Jan 1, 2021 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| DartMinHash: Fast Sketching for Weighted Sets | May 23, 2020 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| Correlation-based feature selection to identify functional dynamics in proteins | Apr 6, 2022 | ClusteringCommunity Detection | 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 |
| A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery | Mar 7, 2023 | ClusteringDimensionality 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 |
| Deep Dimension Reduction for Supervised Representation Learning | Jun 10, 2020 | Dimensionality ReductionDisentanglement | CodeCode Available | 1 | 5 |
| Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking Systems | Mar 23, 2024 | Dimensionality ReductionDomain Adaptation | CodeCode Available | 1 | 5 |
| The Signature Kernel is the solution of a Goursat PDE | Jun 26, 2020 | Dimensionality ReductionGPU | CodeCode Available | 1 | 5 |
| Effective Sample Size, Dimensionality, and Generalization in Covariate Shift Adaptation | Oct 2, 2020 | Dimensionality ReductionDomain Adaptation | CodeCode Available | 1 | 5 |
| DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation | Mar 20, 2021 | Dimensionality ReductionNavigate | CodeCode Available | 1 | 5 |
| Deep reconstruction of strange attractors from time series | Feb 14, 2020 | Dimensionality ReductionTime Series | 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 |
| BayesOpt Adversarial Attack | May 1, 2020 | Adversarial AttackBayesian Optimisation | CodeCode Available | 1 | 5 |
| CatBoost: gradient boosting with categorical features support | Oct 24, 2018 | ClusteringCPU | CodeCode Available | 1 | 5 |
| Algorithmic Stability and Generalization of an Unsupervised Feature Selection Algorithm | Oct 19, 2020 | Decision MakingDimensionality Reduction | CodeCode Available | 1 | 5 |
| 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 | 5 |
| AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breath | Mar 15, 2022 | 8kAudio Classification | CodeCode Available | 1 | 5 |
| ActUp: Analyzing and Consolidating tSNE and UMAP | May 12, 2023 | Dimensionality Reduction | CodeCode Available | 1 | 5 |
| Autoencoding with a Classifier System | Oct 23, 2019 | DecoderDimensionality Reduction | CodeCode Available | 1 | 5 |
| BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders | Mar 6, 2020 | ClusteringDecoder | CodeCode Available | 1 | 5 |
| Bayesian Optimization of Sampling Densities in MRI | Sep 15, 2022 | Bayesian OptimizationDimensionality Reduction | CodeCode Available | 1 | 5 |
| Adversarial Autoencoders | Nov 18, 2015 | ClusteringData Visualization | 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 |
| Clustering with UMAP: Why and How Connectivity Matters | Aug 12, 2021 | ClusteringDimensionality Reduction | CodeCode Available | 1 | 5 |
| Collection Space Navigator: An Interactive Visualization Interface for Multidimensional Datasets | May 11, 2023 | Data VisualizationDimensionality 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 |
| ATD: Augmenting CP Tensor Decomposition by Self Supervision | Jun 15, 2021 | Data AugmentationDimensionality Reduction | CodeCode Available | 1 | 5 |
