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topological feature

27 papers

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Co-occurring keywords

persistent homology (95) graph neural network (3962) topological data analysis (122) message passing (579) deep learning (2118) link prediction (624) image segmentation (971) simplicial complex (21) persistence diagram (29) betti number (7)

Papers

Integrating Multi-scale and Multi-filtration Topological Features for Medical Image Classification WACV 2026
3D Cell Oversegmentation Correction via Geo-Wasserstein Divergence WACV 2026
Enhancing Graph Representation Learning with Localized Topological Features JMLR 2025
Revisiting Point Cloud Completion: Are We Ready For The Real-World? ICCV 2025
Semantic Topology: a New Perspective for Communication Style Characterization ACL 2025
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes AAAI 2024
Neural Persistence Dynamics NIPS 2024
Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond NIPS 2024
Boosting Graph Pooling with Persistent Homology NIPS 2024
PHG-Net: Persistent Homology Guided Medical Image Classification WACV 2024
TopP&R: Robust Support Estimation Approach for Evaluating Fidelity and Diversity in Generative Models NIPS 2023
Adaptive Topological Feature via Persistent Homology: Filtration Learning for Point Clouds NIPS 2023
Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes ICML 2023
Going beyond persistent homology using persistent homology NIPS 2023
Neural Approximation of Graph Topological Features NIPS 2022
Dist2Cycle: A Simplicial Neural Network for Homology Localization AAAI 2022
Link Prediction with Persistent Homology: An Interactive View ICML 2021
Topological Attention for Time Series Forecasting NIPS 2021
PLLay: Efficient Topological Layer based on Persistent Landscapes NIPS 2020
Persistence Enhanced Graph Neural Network AISTATS 2020
Sequential Motif Profiles and Topological Plots for Offline Signature Verification CVPR 2020
Persistence Fisher Kernel: A Riemannian Manifold Kernel for Persistence Diagrams NIPS 2018
Beyond the Pixel-Wise Loss for Topology-Aware Delineation CVPR 2018
Persistence Images: A Stable Vector Representation of Persistent Homology JMLR 2017
Dual-Space Decomposition of 2D Complex Shapes CVPR 2014