persistent homology

Wasserstein convergence of Cech persistence diagrams for samplings of submanifolds NeurIPS 2024 Adaptive Topological Feature via Persistent Homology: Filtration Learning for Point Clouds NeurIPS 2023 A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions NeurIPS 2023 Convolutional Persistence as a Remedy to Neural Model Analysis AISTATS 2023 Experimental Observations of the Topology of Convolutional Neural Network Activations AAAI 2023 Going beyond persistent homology using persistent homology NeurIPS 2023 Improving Self-supervised Molecular Representation Learning using Persistent Homology NeurIPS 2023 Intrinsic Persistent Homology via Density-based Metric Learning JMLR 2023 Learning Probabilistic Topological Representations Using Discrete Morse Theory ICLR 2023 Outlier-Robust Subsampling Techniques for Persistent Homology JMLR 2023 Persistent Homology through Image Segmentation (Student Abstract) AAAI 2023 Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures NeurIPS 2023 The Persistent Laplacian for Data Science: Evaluating Higher-Order Persistent Spectral Representations of Data ICML 2023 Toplogical Data Analysis Detects and Classifies Sunspots (Student Abstract) AAAI 2023 Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes ICML 2023 Topological Parallax: A Geometric Specification for Deep Perception Models NeurIPS 2023 Topological Pooling on Graphs AAAI 2023 Cycle Representation Learning for Inductive Relation Prediction ICML 2022 Fast topological clustering with Wasserstein distance ICLR 2022 Neural Approximation of Graph Topological Features NeurIPS 2022 On the Effectiveness of Persistent Homology NeurIPS 2022 Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT NeurIPS 2022 ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery NeurIPS 2022 Topological Graph Neural Networks ICLR 2022 TopoSeg: Topology-aware Segmentation for Point Clouds IJCAI 2022