topological data analysis

GraphPulse: Topological representations for temporal graph property prediction ICLR 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 Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning JMLR 2024 Neural Persistence Dynamics NeurIPS 2024 On the estimation of persistence intensity functions and linear representations of persistence diagrams AISTATS 2024 On the Limitations of Fractal Dimension as a Measure of Generalization NeurIPS 2024 Optimal Transport for Measures with Noisy Tree Metric AISTATS 2024 Persistent Homology for High-dimensional Data Based on Spectral Methods NeurIPS 2024 SaNN: Simple Yet Powerful Simplicial-aware Neural Networks ICLR 2024 Stable and Consistent Density-Based Clustering via Multiparameter Persistence JMLR 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 TopoGCL: Topological Graph Contrastive Learning AAAI 2024 Topological Analysis for Detecting Anomalies in dependent sequences: application to Time Series JMLR 2024 Topological data analysis on noisy quantum computers ICLR 2024 Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms NeurIPS 2024 Wasserstein convergence of Cech persistence diagrams for samplings of submanifolds NeurIPS 2024 A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions NeurIPS 2023 Can BERT eat RuCoLA? Topological Data Analysis to Explain EACL 2023 Convolutional Persistence as a Remedy to Neural Model Analysis AISTATS 2023 Curvature Filtrations for Graph Generative Model Evaluation NeurIPS 2023 Dynamic Snake Convolution Based on Topological Geometric Constraints for Tubular Structure Segmentation ICCV 2023 Experimental Observations of the Topology of Convolutional Neural Network Activations AAAI 2023 Generalization Bounds using Data-Dependent Fractal Dimensions ICML 2023