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topological data analysis

122 papers

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Also known as

TDA

Co-occurring keywords

persistent homology (95) persistence diagram (29) graph neural network (3962) kernel methods (1097) point cloud (1480) neural network (6616) feature extraction (1580) wasserstein distance (417) convolutional neural network (4226) manifold learning (403)

Papers

Optimal Transport for Measures with Noisy Tree Metric AISTATS 2024
Differentially Private Topological Data Analysis JMLR 2024
Dirichlet process mixture model based on topologically augmented signal representation for clustering infant vocalizations INTERSPEECH 2024
Neural Persistence Dynamics NIPS 2024
Topological Analysis for Detecting Anomalies in dependent sequences: application to Time Series JMLR 2024
SaNN: Simple Yet Powerful Simplicial-aware Neural Networks ICLR 2024
Persistent Homology for High-dimensional Data Based on Spectral Methods NIPS 2024
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis AAAI 2024
Euler Characteristic Tools for Topological Data Analysis JMLR 2024
Dynamic Snake Convolution Based on Topological Geometric Constraints for Tubular Structure Segmentation ICCV 2023
Convolutional Persistence as a Remedy to Neural Model Analysis AISTATS 2023
Topological Data Analysis for Speech Processing INTERSPEECH 2023
Experimental Observations of the Topology of Convolutional Neural Network Activations AAAI 2023
Can BERT eat RuCoLA? Topological Data Analysis to Explain EACL 2023
Toplogical Data Analysis Detects and Classifies Sunspots (Student Abstract) AAAI 2023
Privacy-Preserving Representation Learning for Text-Attributed Networks with Simplicial Complexes AAAI 2023
Topological Pooling on Graphs AAAI 2023
Generalization Bounds using Data-Dependent Fractal Dimensions ICML 2023
Topology-Aware Uncertainty for Image Segmentation NIPS 2023
Topological Parallax: A Geometric Specification for Deep Perception Models NIPS 2023
A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions NIPS 2023
Topological Point Cloud Clustering ICML 2023
Outlier-Robust Subsampling Techniques for Persistent Homology JMLR 2023
Topological Singularity Detection at Multiple Scales ICML 2023
Topology-Guided Multi-Class Cell Context Generation for Digital Pathology CVPR 2023