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Topological Data Analysis

Papers

Showing 150 of 498 papers

TitleStatusHype
Unveiling Topological Structures in Text: A Comprehensive Survey of Topological Data Analysis Applications in NLPCode1
TopoDiffusionNet: A Topology-aware Diffusion ModelCode1
Persistent Topological Features in Large Language ModelsCode1
Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decompositionCode1
Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent HomologyCode1
Point-Level Topological Representation Learning on Point CloudsCode1
Topological Embedding of Human Brain Networks with Applications to Dynamics of Temporal Lobe EpilepsyCode1
PlasmoData.jl -- A Julia Framework for Modeling and Analyzing Complex Data as GraphsCode1
AI-generated text boundary detection with RoFTCode1
A Framework for Fast and Stable Representations of Multiparameter Persistent Homology DecompositionsCode1
Topology-Aware Uncertainty for Image SegmentationCode1
Euler Characteristic Tools For Topological Data AnalysisCode1
Recurrences reveal shared causal drivers of complex time seriesCode1
Curvature Filtrations for Graph Generative Model EvaluationCode1
Quantifying Extrinsic Curvature in Neural ManifoldsCode1
Multiscale topology classifies and quantifies cell types in subcellular spatial transcriptomicsCode1
Dynamic Topological Data Analysis of Functional Human Brain NetworksCode1
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image SegmentationCode1
Topological Analysis of Ensembles of Hydrodynamic Turbulent Flows -- An Experimental StudyCode1
Topological structure of complex predictionsCode1
A Primer on Topological Data Analysis to Support Image Analysis Tasks in Environmental ScienceCode1
A persistent-homology-based turbulence index & some applications of TDA on financial marketsCode1
RipsNet: a general architecture for fast and robust estimation of the persistent homology of point cloudsCode1
Neural Approximation of Graph Topological FeaturesCode1
Persistent Homological State-Space Estimation of Functional Human Brain Networks at RestCode1
Persformer: A Transformer Architecture for Topological Machine LearningCode1
Intrinsic Dimension, Persistent Homology and Generalization in Neural NetworksCode1
Artificial Text Detection via Examining the Topology of Attention MapsCode1
Barcode Method for Generative Model Evaluation driven by Topological Data AnalysisCode1
Multiparameter Persistence Image for Topological Machine LearningCode1
Randomized Self Organizing MapCode1
Particle gradient descent model for point process generationCode1
Markov-Lipschitz Deep LearningCode1
Fuzzy c-Means Clustering for Persistence DiagramsCode1
Stable and consistent density-based clustering via multiparameter persistenceCode1
giotto-tda: A Topological Data Analysis Toolkit for Machine Learning and Data ExplorationCode1
Deep Graph Mapper: Seeing Graphs through the Neural LensCode1
Homology-Preserving Multi-Scale Graph Skeletonization Using Mapper on GraphsCode1
Lipschitz Bounds for Persistent Laplacian Eigenvalues under One-Simplex Insertions0
The Shape of Consumer Behavior: A Symbolic and Topological Analysis of Time Series0
TDACloud: Point Cloud Recognition Using Topological Data Analysis0
Torsion in Persistent Homology and Neural Networks0
An Incremental Framework for Topological Dialogue Semantics: Efficient Reasoning in Discrete Spaces0
Comparing the Effects of Persistence Barcodes Aggregation and Feature Concatenation on Medical ImagingCode0
Topological Machine Learning for Protein-Nucleic Acid Binding Affinity Changes Upon MutationCode0
Topological Deep Learning for Speech Data0
Holes in Latent Space: Topological Signatures Under Adversarial Influence0
A Novel Shape-Aware Topological Representation for GPR Data with DNN Integration0
How high is `high'? Rethinking the roles of dimensionality in topological data analysis and manifold learning0
PersiST: Robust Identification of Spatially Variable Features in Spatial Omics Datasets via Topological Data Analysis0
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