| Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks | Nov 25, 2021 | Learning TheoryTopological Data Analysis | CodeCode Available | 1 |
| Persistent Topological Features in Large Language Models | Oct 14, 2024 | Decision MakingTopological 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 |
| 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 |
| Neural Approximation of Graph Topological Features | Jan 28, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Persformer: A Transformer Architecture for Topological Machine Learning | Dec 30, 2021 | BIG-bench Machine LearningTopological Data Analysis | 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 |
| Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent Homology | Jul 5, 2024 | SegmentationTopological Data Analysis | CodeCode Available | 1 |
| Fuzzy c-Means Clustering for Persistence Diagrams | Jun 4, 2020 | BIG-bench Machine LearningClustering | CodeCode Available | 1 |
| Multiparameter Persistence Image for Topological Machine Learning | Dec 1, 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 |
| Point-Level Topological Representation Learning on Point Clouds | Jun 4, 2024 | Representation LearningTopological Data Analysis | CodeCode Available | 1 |
| Particle gradient descent model for point process generation | Oct 27, 2020 | modelPoint Processes | 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 |
| AI-generated text boundary detection with RoFT | Nov 14, 2023 | Boundary DetectionDiversity | CodeCode Available | 1 |
| Barcode Method for Generative Model Evaluation driven by Topological Data Analysis | Jun 4, 2021 | DiversityImage Generation | CodeCode Available | 1 |
| A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions | Jun 19, 2023 | Topological Data Analysis | CodeCode Available | 1 |
| Deep Graph Mapper: Seeing Graphs through the Neural Lens | Feb 10, 2020 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 |
| Persistent Homological State-Space Estimation of Functional Human Brain Networks at Rest | Jan 1, 2022 | ClusteringGraph Clustering | 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 |
| Euler Characteristic Tools For Topological Data Analysis | Mar 24, 2023 | Topological Data Analysis | CodeCode Available | 1 |
| Markov-Lipschitz Deep Learning | Jun 15, 2020 | Deep LearningDimensionality Reduction | CodeCode Available | 1 |
| Homology-Preserving Multi-Scale Graph Skeletonization Using Mapper on Graphs | Apr 3, 2018 | ClusteringTopological 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 |
