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persistent homology

114 papers

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PH

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topological data analysis (54) graph neural network (20) topological feature (18) persistence diagram (9) graph classification (8) neural network (6) representation learning (6) point cloud (5) convolutional neural network (4) deep neural network (4)

Papers

Towards Scalable Topological Regularizers ICLR 2025 When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning AAAI 2025 BlockGCN: Redefine Topology Awareness for Skeleton-Based Action Recognition CVPR 2024 Boosting Graph Pooling with Persistent Homology NeurIPS 2024 Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond NeurIPS 2024 Dirichlet process mixture model based on topologically augmented signal representation for clustering infant vocalizations Interspeech 2024 GLiDR: Topologically Regularized Graph Generative Network for Sparse LiDAR Point Clouds CVPR 2024 Graphcode: Learning from multiparameter persistent homology using graph neural networks NeurIPS 2024 Homology Consistency Constrained Efficient Tuning for Vision-Language Models NeurIPS 2024 Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis AAAI 2024 Mapping the Multiverse of Latent Representations ICML 2024 Neural Persistence Dynamics NeurIPS 2024 On the Limitations of Fractal Dimension as a Measure of Generalization NeurIPS 2024 Persistent Homology for High-dimensional Data Based on Spectral Methods NeurIPS 2024 PHG-Net: Persistent Homology Guided Medical Image Classification WACV 2024 Principle Component Trees and Their Persistent Homology AAAI 2024 Scale-Free Image Keypoints Using Differentiable Persistent Homology ICML 2024 Stable and Consistent Density-Based Clustering via Multiparameter Persistence JMLR 2024 Tensor-view Topological Graph Neural Network AISTATS 2024 The Shape of Word Embeddings: Quantifying Non-Isometry with Topological Data Analysis EMNLP 2024 Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence AAAI 2024 TopoFR: A Closer Look at Topology Alignment on Face Recognition NeurIPS 2024 Topological Analysis for Detecting Anomalies in dependent sequences: application to Time Series JMLR 2024 Topological Neural Networks go Persistent, Equivariant, and Continuous ICML 2024 Topological Node2vec: Enhanced Graph Embedding via Persistent Homology JMLR 2024