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persistent homology

95 papers

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Also known as

PH

Co-occurring keywords

topological data analysis (122) topological feature (27) graph neural network (3962) persistence diagram (29) graph classification (212) neural network (6616) representation learning (6206) point cloud (1480) convolutional neural network (4226) deep neural network (1803)

Papers

GLiDR: Topologically Regularized Graph Generative Network for Sparse LiDAR Point Clouds CVPR 2024
The Shape of Word Embeddings: Quantifying Non-Isometry with Topological Data Analysis EMNLP 2024
On the Limitations of Fractal Dimension as a Measure of Generalization NIPS 2024
Topological Analysis for Detecting Anomalies in dependent sequences: application to Time Series JMLR 2024
Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence AAAI 2024
BlockGCN: Redefine Topology Awareness for Skeleton-Based Action Recognition CVPR 2024
Boosting Graph Pooling with Persistent Homology NIPS 2024
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis AAAI 2024
Persistent Homology for High-dimensional Data Based on Spectral Methods NIPS 2024
Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond NIPS 2024
Toplogical Data Analysis Detects and Classifies Sunspots (Student Abstract) AAAI 2023
Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures NIPS 2023
Going beyond persistent homology using persistent homology NIPS 2023
Outlier-Robust Subsampling Techniques for Persistent Homology JMLR 2023
Adaptive Topological Feature via Persistent Homology: Filtration Learning for Point Clouds NIPS 2023
A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions NIPS 2023
Experimental Observations of the Topology of Convolutional Neural Network Activations AAAI 2023
Improving Self-supervised Molecular Representation Learning using Persistent Homology NIPS 2023
Convolutional Persistence as a Remedy to Neural Model Analysis AISTATS 2023
Topological Parallax: A Geometric Specification for Deep Perception Models NIPS 2023
Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes ICML 2023
Intrinsic Persistent Homology via Density-based Metric Learning JMLR 2023
Topological Pooling on Graphs AAAI 2023
The Persistent Laplacian for Data Science: Evaluating Higher-Order Persistent Spectral Representations of Data ICML 2023
Persistent Homology through Image Segmentation (Student Abstract) AAAI 2023