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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

FedTopo: Topology-Informed Representation Alignment in Federated Learning Under Non-I.I.D. Conditions AAAI 2026
MultiPersistence Topological Fusion with Vision Transformers for Skin Cancer Detection MIDL 2026
TOPOGRAPH: Topology-Preserving Graph Reduction with Adaptive Structure for Persistent Homology AAAI 2026
HalluZig: Hallucination Detection using Zigzag Persistence EACL 2026
TopoRec: Point Cloud Recognition Using Topological Data Analysis WACV 2026
The Shape of Vulnerability: How Adversarial Perturbations Reshape the Topology of Language Model Latent Spaces ACL 2026
Topological Federated Clustering via Gravitational Potential Fields Under Local Differential Privacy AAAI 2026
When Annotators Disagree, Topology Explains: Mapper, a Topological Tool for Exploring Text Embedding Geometry and Ambiguity EMNLP 2025
Exploring Topological Properties in Artificial Neural Networks AAAI 2025
IsUMap: Manifold Learning and Data Visualization Leveraging Vietoris-Rips Filtrations AAAI 2025
CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations ICCV 2025
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning AAAI 2025
On the estimation of persistence intensity functions and linear representations of persistence diagrams AISTATS 2024
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis AAAI 2024
Graphcode: Learning from multiparameter persistent homology using graph neural networks NIPS 2024
TopoGCL: Topological Graph Contrastive Learning AAAI 2024
Differentially Private Topological Data Analysis JMLR 2024
Wasserstein convergence of Cech persistence diagrams for samplings of submanifolds NIPS 2024
The Shape of Word Embeddings: Quantifying Non-Isometry with Topological Data Analysis EMNLP 2024
Euler Characteristic Tools for Topological Data Analysis JMLR 2024
Stable and Consistent Density-Based Clustering via Multiparameter Persistence JMLR 2024
Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning JMLR 2024
Dirichlet process mixture model based on topologically augmented signal representation for clustering infant vocalizations INTERSPEECH 2024
Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence AAAI 2024
A Class of Topological Pseudodistances for Fast Comparison of Persistence Diagrams AAAI 2024