Topology

FILTR: Extracting Topological Features from Pretrained 3D Models CVPR 2026 Fixed Anchors Are Not Enough: Dynamic Retrieval and Persistent Homology for Dataset Distillation CVPR 2026 Persistence Diagrams Estimation of Multivariate Piecewise Hölder-continuous Signals JMLR 2026 Provably Correct k-Means Clustering of Persistence Diagrams UAI 2026 Tight list replicability bounds via a novel sphere covering theorem COLT 2026 TOPOGRAPH: Topology-Preserving Graph Reduction with Adaptive Structure for Persistent Homology AAAI 2026 Topological Dynamics via Learned Hybrid Systems L4DC 2026 CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations ICCV 2025 IsUMap: Manifold Learning and Data Visualization Leveraging Vietoris-Rips Filtrations AAAI 2025 Topological State Space Inference for Dynamical Systems L4DC 2025 Diffeomorphic interpolation for efficient persistence-based topological optimization NeurIPS 2024 Dynamic Tangled Derivative Logic of Metric Spaces AAAI 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 Neural Persistence Dynamics NeurIPS 2024 On the Limitations of Fractal Dimension as a Measure of Generalization NeurIPS 2024 Persistence Homology Distillation for Semi-supervised Continual Learning NeurIPS 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 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 Convolutional Persistence as a Remedy to Neural Model Analysis AISTATS 2023 Limits of Dense Simplicial Complexes JMLR 2023