Title
Uncertainty of Network Topology with Applications to Out-of-Distribution Detection Sing-Yuan Yeh Chun-Hao Yang 80 0 0 24 Nov 2025
The Shape of Data: Topology Meets Analytics. A Practical Introduction to Topological Analytics and the Stability Index (TSI) in Business Ioannis Diamantis 38 0 0 17 Nov 2025
Generalized Sobolev IPM for Graph-Based Measures Tam Le Truyen V. Nguyen H. Hino Kenji Fukumizu 88 0 0 29 Oct 2025
CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations Caner Korkmaz Brighton Nuwagira Barış Coşkunuzer Tolga Birdal 96 3 0 14 Oct 2025
Persistence Spheres: Bi-continuous Representations of Persistence Diagrams Matteo Pegoraro 58 0 0 21 Sep 2025
SHREC 2025: Protein surface shape retrieval including electrostatic potentialComputers & graphics (Comput. Graph.), 2025 Taher Yacoub Camille Depenveiller A. Tatsuma Tin Barisin Eugen Rusakov ... Alireza Tehrani Fanwang Meng Farnaz Heidar-Zadeh Tuan-Anh Yang Matthieu Montes 72 1 0 16 Sep 2025
Time Series Analysis of Spiking Neural Systems via Transfer Entropy and Directed Persistent Homology Dylan Peek Siddharth Pritam Matthew P. Skerritt Stephan Chalup AI4TS 56 0 0 26 Aug 2025
TopoImages: Incorporating Local Topology Encoding into Deep Learning Models for Medical Image Classification Pengfei Gu Hongxiao Wang Yejia Zhang Huimin Li Chaoli Wang Danny Chen 84 2 0 03 Aug 2025
Classification of Histopathology Slides with Persistence Homology Convolutions Shrunal Pothagoni Benjamin Schweinhart 66 0 0 18 Jul 2025
TopoDiT-3D: Topology-Aware Diffusion Transformer with Bottleneck Structure for 3D Point Cloud Generation Zechao Guan Feng Yan Shuai Du Lin Ma Qingshan Liu 95 0 0 14 May 2025
Classification of Firn Data via Topological Features Sarah Day Jesse Dimino Matt Jester Kaitlin Keegan Thomas Weighill AI4CE 192 0 0 22 Apr 2025
A Topological Data Analysis Framework for Quantifying Necrosis in Glioblastomas Francisco Tellez Enrique Torres-Giese 129 0 0 21 Mar 2025
Persistent Homology-induced Graph Ensembles for Time Series Regressions Viet The Nguyen Duy Anh Pham An Thai Le Jans Peter Gunther Gust AI4TS 317 0 0 18 Mar 2025
Scalable Sobolev IPM for Probability Measures on a Graph Tam Le Truyen V. Nguyen H. Hino Kenji Fukumizu 375 2 0 02 Feb 2025
A Metric Topology of Deep Learning for Data Classification Jwo-Yuh Wu L. Huang Wen-Hsuan Li Chun-Hung Liu 349 0 0 20 Jan 2025
Enhancing Graph Representation Learning with Localized Topological Features Zuoyu Yan Qi Zhao Ze Ye Tengfei Ma Liangcai Gao Zhi Tang Yusu Wang Chao Chen 215 4 0 17 Jan 2025
Preserving Information: How does Topological Data Analysis improve Neural Network performance? A. Stolarek W. Jaworek 185 0 0 27 Nov 2024
Persistent Homology for Structural Characterization in Disordered SystemsPhysical Review E (Phys. Rev. E), 2024 An Wang Li Zou 352 3 0 21 Nov 2024
Sleep Staging from Airflow Signals Using Fourier Approximations of Persistence Curves S. Manjunath Hau-Tieng Wu Aarti Sathyanarayana 122 0 0 12 Nov 2024
TopoTxR: A topology-guided deep convolutional network for breast parenchyma learning on DCE-MRIs Fan Wang Zhilin Zou N. Sakla Luke Partyka Nil Rawal ... Wei Zhao Haibin Ling Chuan Huang Prateek Prasanna Chong Chen MedIm 274 9 0 05 Nov 2024
Is Smoothness the Key to Robustness? A Comparison of Attention and Convolution Models Using a Novel Metric Baiyuan Chen MLT 268 0 0 23 Oct 2024
Conditional Uncertainty Quantification for Tensorized Topological Neural Networks Yujia Wu Bo Yang Yang Zhao Elynn Chen Yuzhou Chen Zheshi Zheng 171 3 0 20 Oct 2024
Conditional Prediction ROC Bands for Graph Classification Yujia Wu Bo Yang Elynn Chen Yuzhou Chen Zheshi Zheng UQCV 180 3 0 20 Oct 2024
xPerT: Extended Persistence Transformer Sehun Kim 117 0 0 18 Oct 2024
New divergence measures between persistence diagrams and stability of vectorizations A. Bravetti Martin Mijangos P. Padilla 78 0 0 04 Oct 2024
Topology-Informed Machine Learning for Efficient Prediction of Solid Oxide Fuel Cell Electrode PolarizationEnergy and AI (EA), 2024 Maksym Szemer Szymon Buchaniec Tomasz Prokop G. Brus 121 10 0 04 Oct 2024
Vulnerability Detection via Topological Analysis of Attention Maps Pavel Snopov Andrey Nikolaevich Golubinskiy 122 1 0 04 Oct 2024
Reproduction of IVFS algorithm for high-dimensional topology preservation feature selection Zihan Wang 97 0 0 23 Aug 2024
PI-Att: Topology Attention for Segmentation Networks through Adaptive Persistence Image Representation Mehmet Bahadir Erden S. Unver I. A. Gurses R. Turkay C. Gunduz-Demir 182 0 0 15 Aug 2024
Persistence Image from 3D Medical Image: Superpixel and Optimized Gaussian CoefficientProceedings of SPIE, the International Society for Optical Engineering (SPIE), 2024 Yanfan Zhu Yash Singh Khaled Younis Shunxing Bao Yuankai Huo 204 2 0 15 Aug 2024
Persistence kernels for classification: A comparative study Cinzia Bandiziol Stefano De Marchi 133 0 0 09 Aug 2024
A Pipeline for Data-Driven Learning of Topological Features with Applications to Protein Stability Prediction Amish Mishra Francis C. Motta 113 0 0 09 Aug 2024
Local Topology Measures of Contextual Language Model Latent Spaces With Applications to Dialogue Term ExtractionSIGDIAL Conferences (SIGDIAL), 2024 Benjamin Matthias Ruppik Michael Heck Carel van Niekerk Renato Vukovic Hsien-chin Lin Shutong Feng Marcus Zibrowius Milica Gašić 190 4 0 07 Aug 2024
Leveraging Topological Guidance for Improved Knowledge Distillation Eun Som Jeon Rahul Khurana Aishani Pathak Pavan Turaga 170 0 0 07 Jul 2024
Topological Persistence Guided Knowledge Distillation for Wearable Sensor Data Eun Som Jeon Hongjun Choi A. Shukla Yuan Wang Hyunglae Lee M. Buman Pavan Turaga 163 4 0 07 Jul 2024
Filtration learning in exact multi-parameter persistent homology and classification of time-series data Keunsu Kim Jae-Hun Jung 97 0 0 28 Jun 2024
TopoGCL: Topological Graph Contrastive Learning Yuzhou Chen José Frías Yulia R. Gel 226 26 0 25 Jun 2024
LightGBM robust optimization algorithm based on topological data analysis Han Yang Guangjun Qin Ziyuan Liu Yongqing Hu Qinglong Dai 122 4 0 19 Jun 2024
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence Soham Mukherjee Shreyas N. Samaga Cheng Xin Steve Oudot Tamal K. Dey 403 9 0 11 Jun 2024
Topological Analysis for Detecting Anomalies (TADA) in Time Series Frédéric Chazal Martin Royer Clément Levrard 263 0 0 10 Jun 2024
Topological Neural Networks go Persistent, Equivariant, and Continuous Yogesh Verma Amauri H Souza Vikas Garg AI4CE 164 11 0 05 Jun 2024
Diffeomorphic interpolation for efficient persistence-based topological optimization Mathieu Carrière Marc Theveneau Théo Lacombe 231 4 0 29 May 2024
Neural Persistence Dynamics Sebastian Zeng Florian Graf Martin Uray Stefan Huber Roland Kwitt 291 0 0 24 May 2024
Graphcode: Learning from multiparameter persistent homology using graph neural networksNeural Information Processing Systems (NeurIPS), 2024 Michael Kerber Florian Russold AI4TS AI4CE 114 10 0 23 May 2024
PHLP: Sole Persistent Homology for Link Prediction -- Interpretable Feature Extraction Junwon You Eunwoo Heo Jae-Hun Jung 214 2 0 23 Apr 2024
Topological Feature Search Method for Multichannel EEG: Application in ADHD classificationBiomedical Signal Processing and Control (BSPC), 2024 Tianming Cai Guoying Zhao Junbin Zang Chen Zong Zhidong Zhang Chenyang Xue 86 10 0 10 Apr 2024
The Shape of Word Embeddings: Recognizing Language Phylogenies through Topological Data Analysis Ondvrej Draganov Steven Skiena 108 0 0 30 Mar 2024
DE-HNN: An effective neural model for Circuit Netlist representation Zhishang Luo Truong-Son Hy Puoya Tabaghi Donghyeon Koh Michael Defferrard Elahe Rezaei Ryan Carey William Rhett Davis Rajeev Jain Yusu Wang 256 11 0 30 Mar 2024
A Class of Topological Pseudodistances for Fast Comparison of Persistence Diagrams Rolando Kindelan Nunez Mircea Petrache Mauricio Cerda N. Hitschfeld-Kahler 180 1 0 22 Feb 2024
Generalized Sobolev Transport for Probability Measures on a Graph Tam Le Truyen V. Nguyen Kenji Fukumizu OT 268 9 0 07 Feb 2024