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persistent homology

95 papers

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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

Neural Approximation of Graph Topological Features NIPS 2022
Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT NIPS 2022
TopoSeg: Topology-aware Segmentation for Point Clouds IJCAI 2022
On the Effectiveness of Persistent Homology NIPS 2022
Cycle Representation Learning for Inductive Relation Prediction ICML 2022
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery NIPS 2022
Link Prediction with Persistent Homology: An Interactive View ICML 2021
Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks NIPS 2021
Localization in the Crowd with Topological Constraints AAAI 2021
Optimizing persistent homology based functions ICML 2021
Persistent Homology Based Graph Convolution Network for Fine-Grained 3D Shape Segmentation ICCV 2021
giotto-tda: : A Topological Data Analysis Toolkit for Machine Learning and Data Exploration JMLR 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting ICML 2021
Topology Distance: A Topology-Based Approach for Evaluating Generative Adversarial Networks AAAI 2021
Topological Attention for Time Series Forecasting NIPS 2021
Topological Relational Learning on Graphs NIPS 2021
Persistence Enhanced Graph Neural Network AISTATS 2020
Graph Filtration Learning ICML 2020
Topological Autoencoders ICML 2020
Robust Persistence Diagrams using Reproducing Kernels NIPS 2020
PLLay: Efficient Topological Layer based on Persistent Landscapes NIPS 2020
Topology of Deep Neural Networks JMLR 2020
Topology of Word Embeddings: Singularities Reflect Polysemy COLING 2020
Detecting Interactions from Neural Networks via Topological Analysis NIPS 2020
Universal Function Approximation on Graphs NIPS 2020