topological data analysis

Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting NeurIPS 2022 ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery NeurIPS 2022 Topic Modeling With Topological Data Analysis EMNLP 2022 Artificial Text Detection via Examining the Topology of Attention Maps EMNLP 2021 ATOL: Measure Vectorization for Automatic Topologically-Oriented Learning AISTATS 2021 Deepening the Sense of Touch in Planetary Exploration with Geometric and Topological Deep Learning AAAI 2021 Estimation and Quantization of Expected Persistence Diagrams ICML 2021 GeomCA: Geometric Evaluation of Data Representations ICML 2021 giotto-tda: : A Topological Data Analysis Toolkit for Machine Learning and Data Exploration JMLR 2021 Intrinsic Dimension, Persistent Homology and Generalization in Neural Networks NeurIPS 2021 Learning Hyperbolic Representations of Topological Features ICLR 2021 Manifold Topology Divergence: a Framework for Comparing Data Manifolds. NeurIPS 2021 Optimizing persistent homology based functions ICML 2021 Persistent Homology Based Graph Convolution Network for Fine-Grained 3D Shape Segmentation ICCV 2021 The decomposition of the higher-order homology embedding constructed from the k-Laplacian NeurIPS 2021 Topological Detection of Trojaned Neural Networks NeurIPS 2021 Topological Machine Learning Methods for Power System Responses to Contingencies AAAI 2021 Topological Relational Learning on Graphs NeurIPS 2021 Unsupervised Sentence-embeddings by Manifold Approximation and Projection EACL 2021 Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks ICML 2021 A Numerical Measure of the Instability of Mapper-Type Algorithms JMLR 2020 A Topology Layer for Machine Learning AISTATS 2020 BitcoinHeist: Topological Data Analysis for Ransomware Prediction on the Bitcoin Blockchain IJCAI 2020 Finding the Homology of Decision Boundaries with Active Learning NeurIPS 2020 Graph Filtration Learning ICML 2020