topological data analysis

FedTopo: Topology-Informed Representation Alignment in Federated Learning Under Non-I.I.D. Conditions AAAI 2026 Globscope: Toward a Global View of the Loss Landscape CVPR 2026 HalluZig: Hallucination Detection using Zigzag Persistence EACL 2026 MultiPersistence Topological Fusion with Vision Transformers for Skin Cancer Detection MIDL 2026 Persistence Diagrams Estimation of Multivariate Piecewise Hölder-continuous Signals JMLR 2026 Provably Correct k-Means Clustering of Persistence Diagrams UAI 2026 The Shape of Vulnerability: How Adversarial Perturbations Reshape the Topology of Language Model Latent Spaces ACL 2026 TopoCL: Topological Contrastive Learning for Medical Imaging CVPR 2026 TOPOGRAPH: Topology-Preserving Graph Reduction with Adaptive Structure for Persistent Homology AAAI 2026 Topological Federated Clustering via Gravitational Potential Fields Under Local Differential Privacy AAAI 2026 TopoRec: Point Cloud Recognition Using Topological Data Analysis WACV 2026 TopoSlide: Topologically-Informed Histopathology Whole Slide Image Representation Learning CVPR 2026 CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations ICCV 2025 Exploring Topological Properties in Artificial Neural Networks AAAI 2025 IsUMap: Manifold Learning and Data Visualization Leveraging Vietoris-Rips Filtrations AAAI 2025 RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks AISTATS 2025 TopoDiffusionNet: A Topology-aware Diffusion Model ICLR 2025 When Annotators Disagree, Topology Explains: Mapper, a Topological Tool for Exploring Text Embedding Geometry and Ambiguity EMNLP 2025 When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning AAAI 2025 A Class of Topological Pseudodistances for Fast Comparison of Persistence Diagrams AAAI 2024 Diffeomorphic interpolation for efficient persistence-based topological optimization NeurIPS 2024 Differentially Private Topological Data Analysis JMLR 2024 Dirichlet process mixture model based on topologically augmented signal representation for clustering infant vocalizations Interspeech 2024 Euler Characteristic Tools for Topological Data Analysis JMLR 2024 Graphcode: Learning from multiparameter persistent homology using graph neural networks NeurIPS 2024