persistent homology

giotto-tda: : A Topological Data Analysis Toolkit for Machine Learning and Data Exploration JMLR 2021 Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks NeurIPS 2021 Link Prediction with Persistent Homology: An Interactive View ICML 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 Topological Attention for Time Series Forecasting NeurIPS 2021 Topological Relational Learning on Graphs NeurIPS 2021 Topology Distance: A Topology-Based Approach for Evaluating Generative Adversarial Networks AAAI 2021 Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting ICML 2021 A Topology Layer for Machine Learning AISTATS 2020 Detecting Interactions from Neural Networks via Topological Analysis NeurIPS 2020 Graph Filtration Learning ICML 2020 IVFS: Simple and Efficient Feature Selection for High Dimensional Topology Preservation AAAI 2020 Persistence Enhanced Graph Neural Network AISTATS 2020 PLLay: Efficient Topological Layer based on Persistent Landscapes NeurIPS 2020 Robust Persistence Diagrams using Reproducing Kernels NeurIPS 2020 Topological Autoencoders ICML 2020 Topology of Deep Neural Networks JMLR 2020 Topology of Word Embeddings: Singularities Reflect Polysemy COLING 2020 Universal Function Approximation on Graphs NeurIPS 2020 A Persistent Weisfeiler-Lehman Procedure for Graph Classification ICML 2019 A Topological Regularizer for Classifiers via Persistent Homology AISTATS 2019 Connectivity-Optimized Representation Learning via Persistent Homology ICML 2019 Learning metrics for persistence-based summaries and applications for graph classification NeurIPS 2019