topological data analysis

Intrinsic Persistent Homology via Density-based Metric Learning JMLR 2023 Learning Probabilistic Topological Representations Using Discrete Morse Theory ICLR 2023 Outlier-Robust Subsampling Techniques for Persistent Homology JMLR 2023 Persistent Homology through Image Segmentation (Student Abstract) AAAI 2023 Privacy-Preserving Representation Learning for Text-Attributed Networks with Simplicial Complexes AAAI 2023 The Persistent Laplacian for Data Science: Evaluating Higher-Order Persistent Spectral Representations of Data ICML 2023 Toplogical Data Analysis Detects and Classifies Sunspots (Student Abstract) AAAI 2023 Topological Data Analysis for Speech Processing Interspeech 2023 Topological Parallax: A Geometric Specification for Deep Perception Models NeurIPS 2023 Topological Point Cloud Clustering ICML 2023 Topological Pooling on Graphs AAAI 2023 Topological Singularity Detection at Multiple Scales ICML 2023 Topology-Aware Uncertainty for Image Segmentation NeurIPS 2023 Topology-Guided Multi-Class Cell Context Generation for Digital Pathology CVPR 2023 Towards a Persistence Diagram that is Robust to Noise and Varied Densities ICML 2023 Acceptability Judgements via Examining the Topology of Attention Maps EMNLP 2022 A Computationally Efficient Framework for Vector Representation of Persistence Diagrams JMLR 2022 Dist2Cycle: A Simplicial Neural Network for Homology Localization AAAI 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 On the Effectiveness of Persistent Homology NeurIPS 2022 Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT NeurIPS 2022 Representation Topology Divergence: A Method for Comparing Neural Network Representations. ICML 2022 TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting ICLR 2022 TCN: Pioneering Topological-Based Convolutional Networks for Planetary Terrain Learning AAAI 2022