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topological data analysis

122 papers

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Also known as

TDA

Co-occurring keywords

persistent homology (95) persistence diagram (29) graph neural network (3962) kernel methods (1097) point cloud (1480) neural network (6616) feature extraction (1580) wasserstein distance (417) convolutional neural network (4226) manifold learning (403)

Papers

Curvature Filtrations for Graph Generative Model Evaluation NIPS 2023
Topology-Aware Uncertainty for Image Segmentation NIPS 2023
Toplogical Data Analysis Detects and Classifies Sunspots (Student Abstract) AAAI 2023
Topological Parallax: A Geometric Specification for Deep Perception Models NIPS 2023
Intrinsic Persistent Homology via Density-based Metric Learning JMLR 2023
Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting NIPS 2022
On the Effectiveness of Persistent Homology NIPS 2022
TCN: Pioneering Topological-Based Convolutional Networks for Planetary Terrain Learning AAAI 2022
Representation Topology Divergence: A Method for Comparing Neural Network Representations. ICML 2022
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery NIPS 2022
A Computationally Efficient Framework for Vector Representation of Persistence Diagrams JMLR 2022
Filtration-Enhanced Graph Transformation IJCAI 2022
Learning Space-Time Crop Yield Patterns with Zigzag Persistence-Based LSTM: Toward More Reliable Digital Agriculture Insurance AAAI 2022
Dist2Cycle: A Simplicial Neural Network for Homology Localization AAAI 2022
Acceptability Judgements via Examining the Topology of Attention Maps EMNLP 2022
Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT NIPS 2022
Topic Modeling With Topological Data Analysis EMNLP 2022
Artificial Text Detection via Examining the Topology of Attention Maps EMNLP 2021
The decomposition of the higher-order homology embedding constructed from the $k$-Laplacian NIPS 2021
Topological Detection of Trojaned Neural Networks NIPS 2021
giotto-tda: : A Topological Data Analysis Toolkit for Machine Learning and Data Exploration JMLR 2021
Estimation and Quantization of Expected Persistence Diagrams ICML 2021
Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks NIPS 2021
Persistent Homology Based Graph Convolution Network for Fine-Grained 3D Shape Segmentation ICCV 2021
Topological Relational Learning on Graphs NIPS 2021