| Stable and consistent density-based clustering via multiparameter persistence | May 18, 2020 | ClusteringTopological Data Analysis | CodeCode Available | 1 |
| Homology-Preserving Multi-Scale Graph Skeletonization Using Mapper on Graphs | Apr 3, 2018 | ClusteringTopological Data Analysis | CodeCode Available | 1 |
| Markov-Lipschitz Deep Learning | Jun 15, 2020 | Deep LearningDimensionality Reduction | CodeCode Available | 1 |
| A persistent-homology-based turbulence index & some applications of TDA on financial markets | Mar 10, 2022 | Time SeriesTopological Data Analysis | CodeCode Available | 1 |
| TopoDiffusionNet: A Topology-aware Diffusion Model | Oct 22, 2024 | Denoisingmodel | CodeCode Available | 1 |
| Multiparameter Persistence Image for Topological Machine Learning | Dec 1, 2020 | BIG-bench Machine LearningTopological Data Analysis | CodeCode Available | 1 |
| Persistent Homological State-Space Estimation of Functional Human Brain Networks at Rest | Jan 1, 2022 | ClusteringGraph Clustering | CodeCode Available | 1 |
| Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks | Nov 25, 2021 | Learning TheoryTopological Data Analysis | CodeCode Available | 1 |
| Persformer: A Transformer Architecture for Topological Machine Learning | Dec 30, 2021 | BIG-bench Machine LearningTopological Data Analysis | CodeCode Available | 1 |
| RipsNet: a general architecture for fast and robust estimation of the persistent homology of point clouds | Feb 3, 2022 | Topological Data Analysis | CodeCode Available | 1 |
| Topology-Aware Uncertainty for Image Segmentation | Jun 9, 2023 | Image SegmentationSegmentation | CodeCode Available | 1 |
| Topological Analysis of Ensembles of Hydrodynamic Turbulent Flows -- An Experimental Study | Jul 28, 2022 | Topological Data Analysis | CodeCode Available | 1 |
| PlasmoData.jl -- A Julia Framework for Modeling and Analyzing Complex Data as Graphs | Jan 21, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Neural Approximation of Graph Topological Features | Jan 28, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Barcode Method for Generative Model Evaluation driven by Topological Data Analysis | Jun 4, 2021 | DiversityImage Generation | CodeCode Available | 1 |
| Deep Graph Mapper: Seeing Graphs through the Neural Lens | Feb 10, 2020 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 |
| Euler Characteristic Tools For Topological Data Analysis | Mar 24, 2023 | Topological Data Analysis | CodeCode Available | 1 |
| giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data Exploration | Apr 6, 2020 | BIG-bench Machine LearningTopological Data Analysis | CodeCode Available | 1 |
| Multiscale topology classifies and quantifies cell types in subcellular spatial transcriptomics | Dec 13, 2022 | Topological Data Analysis | CodeCode Available | 1 |
| Particle gradient descent model for point process generation | Oct 27, 2020 | modelPoint Processes | CodeCode Available | 1 |
| Quantifying Extrinsic Curvature in Neural Manifolds | Dec 20, 2022 | Dimensionality ReductionTopological Data Analysis | CodeCode Available | 1 |
| Recurrences reveal shared causal drivers of complex time series | Jan 31, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Dynamic Topological Data Analysis of Functional Human Brain Networks | Oct 17, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Topological structure of complex predictions | Jul 28, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Unveiling Topological Structures in Text: A Comprehensive Survey of Topological Data Analysis Applications in NLP | Nov 15, 2024 | Topological Data Analysis | CodeCode Available | 1 |
| Topological Embedding of Human Brain Networks with Applications to Dynamics of Temporal Lobe Epilepsy | May 13, 2024 | Topological Data Analysis | CodeCode Available | 1 |
| Randomized Self Organizing Map | Nov 18, 2020 | Topological Data Analysis | CodeCode Available | 1 |
| A Primer on Topological Data Analysis to Support Image Analysis Tasks in Environmental Science | Jul 21, 2022 | Topological Data Analysis | CodeCode Available | 1 |
| Persistent Topological Features in Large Language Models | Oct 14, 2024 | Decision MakingTopological Data Analysis | CodeCode Available | 1 |
| Point-Level Topological Representation Learning on Point Clouds | Jun 4, 2024 | Representation LearningTopological Data Analysis | CodeCode Available | 1 |
| AI-generated text boundary detection with RoFT | Nov 14, 2023 | Boundary DetectionDiversity | CodeCode Available | 1 |
| Artificial Text Detection via Examining the Topology of Attention Maps | Sep 10, 2021 | Text DetectionTopological Data Analysis | CodeCode Available | 1 |
| Curvature Filtrations for Graph Generative Model Evaluation | Jan 30, 2023 | modelTopological Data Analysis | CodeCode Available | 1 |
| CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation | Sep 23, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent Homology | Jul 5, 2024 | SegmentationTopological Data Analysis | CodeCode Available | 1 |
| 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 |
| A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions | Jun 19, 2023 | Topological Data Analysis | CodeCode Available | 1 |
| Fuzzy c-Means Clustering for Persistence Diagrams | Jun 4, 2020 | BIG-bench Machine LearningClustering | CodeCode Available | 1 |
| Evaluating Synthetic Tabular Data Generated To Augment Small Sample Datasets | Nov 19, 2022 | Data AugmentationTopological Data Analysis | —Unverified | 0 |
| An Economic Topology of the Brexit vote | Sep 8, 2019 | Topological Data Analysis | —Unverified | 0 |
| Adaptive Partitioning for Template Functions on Persistence Diagrams | Oct 18, 2019 | BIG-bench Machine LearningTopological Data Analysis | —Unverified | 0 |
| An application of topological graph clustering to protein function prediction | Aug 24, 2014 | ClusteringGraph Clustering | —Unverified | 0 |
| Activation Landscapes as a Topological Summary of Neural Network Performance | Oct 19, 2021 | Topological Data Analysis | —Unverified | 0 |
| Persistent de Rham-Hodge Laplacians in Eulerian representation for manifold topological learning | Aug 1, 2024 | Topological Data Analysis | —Unverified | 0 |
| A Topological "Reading" Lesson: Classification of MNIST using TDA | Oct 18, 2019 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| A Multi-parameter Persistence Framework for Mathematical Morphology | Mar 24, 2021 | Topological Data Analysis | —Unverified | 0 |
| Alzheimer Disease Detection from Raman Spectroscopy of the Cerebrospinal Fluid via Topological Machine Learning | Sep 7, 2023 | Topological Data Analysis | —Unverified | 0 |
| A Vectorization Method Induced By Maximal Margin Classification For Persistent Diagrams | Jul 31, 2024 | Binary ClassificationProtein Function Prediction | —Unverified | 0 |
| Artificial intelligence-aided protein engineering: from topological data analysis to deep protein language models | Jul 27, 2023 | Drug DiscoveryProtein Structure Prediction | —Unverified | 0 |
| A computationally efficient framework for vector representation of persistence diagrams | Sep 16, 2021 | Change Point DetectionTopological Data Analysis | —Unverified | 0 |
