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Topological Data Analysis

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TitleStatusHype
Pool-Based Active Learning with Proper Topological Regions—0
Synthetic Data Generation and Deep Learning for the Topological Analysis of 3D Data—0
TOPFORMER: Topology-Aware Authorship Attribution of Deepfake Texts with Diverse Writing StylesCode0
Topological Data Mapping of Online Hate Speech, Misinformation, and General Mental Health: A Large Language Model Based Study—0
G-Mapper: Learning a Cover in the Mapper ConstructionCode0
Alzheimer Disease Detection from Raman Spectroscopy of the Cerebrospinal Fluid via Topological Machine Learning—0
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices—0
Multi-field Visualisation via Trait-induced Merge Trees—0
Portfolio Selection via Topological Data Analysis—0
Modified Topological Image Preprocessing for Skin Lesion Classifications—0
Topological Estimation of Number of Sources in Linear Monocomponent Mixtures—0
Artificial intelligence-aided protein engineering: from topological data analysis to deep protein language models—0
Addressing caveats of neural persistence with deep graph persistenceCode0
A Computational Topology-based Spatiotemporal Analysis Technique for Honeybee AggregationCode0
Higher-order topological kernels via quantum computation—0
Machine learning and Topological data analysis identify unique features of human papillae in 3D scans—0
Graph Representation of the Magnetic Field Topology in High-Fidelity Plasma Simulations for Machine Learning Applications—0
Stability for Inference with Persistent Homology Rank FunctionsCode0
Topological Data Analysis Guided Segment Anything Model Prompt Optimization for Zero-Shot Segmentation in Biological Imaging—0
A Framework for Fast and Stable Representations of Multiparameter Persistent Homology DecompositionsCode1
Topology-Aware Uncertainty for Image SegmentationCode1
Vector Summaries of Persistence Diagrams for Permutation-based Hypothesis Testing—0
Mathematics-assisted directed evolution and protein engineering—0
Deep neural networks architectures from the perspective of manifold learning—0
Topological Quality of Subsets via Persistence Matching DiagramsCode0
Topological data analysis suggests human brain networks reconfiguration in the transition from a resting state to cognitive load—0
A fast topological approach for predicting anomalies in time-varying graphsCode0
Analysing Multiscale Clusterings with Persistent HomologyCode0
Differentially Private Topological Data AnalysisCode0
Shape is (almost) all!: Persistent homology features (PHFs) are an information rich input for efficient molecular machine learning—0
Why Topological Data Analysis Detects Financial Bubbles?—0
Altered Topological Structure of the Brain White Matter in Maltreated Children through Topological Data AnalysisCode0
GRIL: A 2-parameter Persistence Based Vectorization for Machine LearningCode0
Brain-Inspired Spiking Neural Network for Online Unsupervised Time Series Prediction—0
Topology-Guided Multi-Class Cell Context Generation for Digital Pathology—0
Can BERT eat RuCoLA? Topological Data Analysis to ExplainCode0
Algebraic and Geometric Models for Space Networking—0
Topological Point Cloud Clustering—0
Euler Characteristic Tools For Topological Data AnalysisCode1
Seven open problems in applied combinatorics—0
A topological classifier to characterize brain states: When shape matters more than variance—0
Supervised topological data analysis for MALDI mass spectrometry imaging applications—0
Privacy-Preserving Representation Learning for Text-Attributed Networks with Simplicial Complexes—0
Topological Deep Learning: A Review of an Emerging Paradigm—0
Importance attribution in neural networks by means of persistence landscapes of time series—0
Generalization Bounds with Data-dependent Fractal DimensionsCode0
Persistent Dirac for molecular representation—0
Recurrences reveal shared causal drivers of complex time seriesCode1
Curvature Filtrations for Graph Generative Model EvaluationCode1
Can Persistent Homology provide an efficient alternative for Evaluation of Knowledge Graph Completion Methods?Code0
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