| Dynamic Topological Data Analysis of Functional Human Brain Networks | Oct 17, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Point-Level Topological Representation Learning on Point Clouds | Jun 4, 2024 | Representation LearningTopological Data Analysis | CodeCode Available | 1 | 5 |
| Neural Approximation of Graph Topological Features | Jan 28, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Topological Analysis of Ensembles of Hydrodynamic Turbulent Flows -- An Experimental Study | Jul 28, 2022 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| Deep Graph Mapper: Seeing Graphs through the Neural Lens | Feb 10, 2020 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 | 5 |
| Particle gradient descent model for point process generation | Oct 27, 2020 | modelPoint Processes | CodeCode Available | 1 | 5 |
| Fuzzy c-Means Clustering for Persistence Diagrams | Jun 4, 2020 | BIG-bench Machine LearningClustering | CodeCode Available | 1 | 5 |
| Multiscale topology classifies and quantifies cell types in subcellular spatial transcriptomics | Dec 13, 2022 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| Randomized Self Organizing Map | Nov 18, 2020 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| TopoDiffusionNet: A Topology-aware Diffusion Model | Oct 22, 2024 | Denoisingmodel | CodeCode Available | 1 | 5 |
| Topology-Aware Uncertainty for Image Segmentation | Jun 9, 2023 | Image SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Topological Embedding of Human Brain Networks with Applications to Dynamics of Temporal Lobe Epilepsy | May 13, 2024 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| Recurrences reveal shared causal drivers of complex time series | Jan 31, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Persistent Topological Features in Large Language Models | Oct 14, 2024 | Decision MakingTopological Data Analysis | 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 |
| Euler Characteristic Tools For Topological Data Analysis | Mar 24, 2023 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| Markov-Lipschitz Deep Learning | Jun 15, 2020 | Deep LearningDimensionality Reduction | CodeCode Available | 1 | 5 |
| Multiparameter Persistence Image for Topological Machine Learning | Dec 1, 2020 | BIG-bench Machine LearningTopological Data Analysis | CodeCode Available | 1 | 5 |
| Persformer: A Transformer Architecture for Topological Machine Learning | Dec 30, 2021 | BIG-bench Machine LearningTopological Data Analysis | CodeCode Available | 1 | 5 |
| Quantifying Extrinsic Curvature in Neural Manifolds | Dec 20, 2022 | Dimensionality ReductionTopological Data Analysis | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Stable and consistent density-based clustering via multiparameter persistence | May 18, 2020 | ClusteringTopological Data Analysis | CodeCode Available | 1 | 5 |
| Topological structure of complex predictions | Jul 28, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Unveiling Topological Structures in Text: A Comprehensive Survey of Topological Data Analysis Applications in NLP | Nov 15, 2024 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation | Sep 23, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Curvature Filtrations for Graph Generative Model Evaluation | Jan 30, 2023 | modelTopological Data Analysis | CodeCode Available | 1 | 5 |
| A persistent-homology-based turbulence index & some applications of TDA on financial markets | Mar 10, 2022 | Time SeriesTopological Data Analysis | CodeCode Available | 1 | 5 |
| A Primer on Topological Data Analysis to Support Image Analysis Tasks in Environmental Science | Jul 21, 2022 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| Barcode Method for Generative Model Evaluation driven by Topological Data Analysis | Jun 4, 2021 | DiversityImage Generation | CodeCode Available | 1 | 5 |
| PlasmoData.jl -- A Julia Framework for Modeling and Analyzing Complex Data as Graphs | Jan 21, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Persistent Homological State-Space Estimation of Functional Human Brain Networks at Rest | Jan 1, 2022 | ClusteringGraph Clustering | CodeCode Available | 1 | 5 |
| Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent Homology | Jul 5, 2024 | SegmentationTopological Data Analysis | CodeCode Available | 1 | 5 |
| Artificial Text Detection via Examining the Topology of Attention Maps | Sep 10, 2021 | Text DetectionTopological Data Analysis | CodeCode Available | 1 | 5 |
| AI-generated text boundary detection with RoFT | Nov 14, 2023 | Boundary DetectionDiversity | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks | Nov 25, 2021 | Learning TheoryTopological Data Analysis | CodeCode Available | 1 | 5 |
| A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions | Jun 19, 2023 | Topological Data Analysis | CodeCode Available | 1 | 5 |
| Homology-Preserving Multi-Scale Graph Skeletonization Using Mapper on Graphs | Apr 3, 2018 | ClusteringTopological Data Analysis | CodeCode Available | 1 | 5 |
| Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology | Jan 19, 2021 | Topological Data Analysis | CodeCode Available | 0 | 5 |
| Determining clinically relevant features in cytometry data using persistent homology | Mar 11, 2022 | Topological Data Analysis | CodeCode Available | 0 | 5 |
| Differentiable Mapper For Topological Optimization Of Data Representation | Feb 20, 2024 | Topological Data Analysis | CodeCode Available | 0 | 5 |
| Deep Learning with Topological Signatures | Jul 13, 2017 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 0 | 5 |
| Analyzing Brain Tumor Connectomics using Graphs and Persistent Homology | Jul 25, 2024 | Topological Data Analysis | CodeCode Available | 0 | 5 |
| Detecting out-of-distribution text using topological features of transformer-based language models | Nov 22, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Differentially Private Topological Data Analysis | May 5, 2023 | SensitivityTopological Data Analysis | CodeCode Available | 0 | 5 |
| A Computational Topology-based Spatiotemporal Analysis Technique for Honeybee Aggregation | Jul 19, 2023 | Change Point DetectionDimensionality Reduction | CodeCode Available | 0 | 5 |
| Altered Topological Structure of the Brain White Matter in Maltreated Children through Topological Data Analysis | Apr 12, 2023 | Topological Data Analysis | CodeCode Available | 0 | 5 |
| Comparing the Effects of Persistence Barcodes Aggregation and Feature Concatenation on Medical Imaging | May 29, 2025 | Feature EngineeringMedical Image Analysis | CodeCode Available | 0 | 5 |
| A Riemannian Framework for Statistical Analysis of Topological Persistence Diagrams | May 28, 2016 | Topological Data Analysis | CodeCode Available | 0 | 5 |
| CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs | Sep 12, 2024 | Graph ClassificationGraph Learning | CodeCode Available | 0 | 5 |
