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Publication search results
found 157 matches
- 2025
- Carmen Plaza-Seco
, Kenneth E. Barner, Roberto Holgado-Cuadrado
, Francisco Manuel Melgarejo-Meseguer
, José Luis Rojo-Álvarez
, Manuel Blanco-Velasco
:
Detection of intra-beat waves on ambulatory ECG using manifolds: An explainable deep learning approach. Biomed. Signal Process. Control. 105: 107523 (2025) - Hrushikesh N. Mhaskar
, Ryan O'Dowd
:
Learning on manifolds without manifold learning. Neural Networks 181: 106759 (2025) - Shangding Gu
, Puze Liu, Alap Kshirsagar, Guang Chen
, Jan Peters
, Alois Knoll
:
ROSCOM: Robust Safe Reinforcement Learning on Stochastic Constraint Manifolds. IEEE Trans Autom. Sci. Eng. 22: 5841-5851 (2025) - Defu Yang
, Hui Shen, Minghan Chen
, Shuai Wang
, Jiazhou Chen
, Hongmin Cai
, Xueli Chen
, Guorong Wu
, Wentao Zhu
:
A Novel Spatio-Temporal Hub Identification in Brain Networks by Learning Dynamic Graph Embedding on Grassmannian Manifolds. IEEE Trans. Medical Imaging 44(3): 1454-1467 (2025) - Daning Huang, Hanyang He, John Harlim, Yan Li:
Learning vector fields of differential equations on manifolds with geometrically constrained operator-valued kernels. ICLR 2025 - Giuseppe Bruno De Luca:
Machine Learning Gravity Compactifications on Negatively Curved Manifolds. CoRR abs/2501.00093 (2025) - Dimitris G. Giovanis, Ellis R. Crabtree, Roger G. Ghanem, Ioannis G. Kevrekidis:
Generative Learning of Densities on Manifolds. CoRR abs/2503.03963 (2025) - Aoran Chen, Yang Feng:
GeoERM: Geometry-Aware Multi-Task Representation Learning on Riemannian Manifolds. CoRR abs/2505.02972 (2025) - Zhaiming Shen, Alex Havrilla, Rongjie Lai, Alexander Cloninger, Wenjing Liao:
Transformers for Learning on Noisy and Task-Level Manifolds: Approximation and Generalization Insights. CoRR abs/2505.03205 (2025) - 2024
- Tilman Daab, Noémie Jaquier, Christian R. G. Dreher, André Meixner, Franziska Krebs, Tamim Asfour:
Incremental Learning of Full-Pose Via-Point Movement Primitives on Riemannian Manifolds. ICRA 2024: 2317-2323 - Peter Sorrenson, Felix Draxler, Armand Rousselot, Sander Hummerich, Ullrich Köthe:
Learning Distributions on Manifolds with Free-Form Flows. NeurIPS 2024 - Hrushikesh N. Mhaskar, Ryan O'Dowd:
Learning on manifolds without manifold learning. CoRR abs/2402.12687 (2024) - Zhenwei Huang, Wen Huang, Pratik Jawanpuria, Bamdev Mishra:
Federated Learning on Riemannian Manifolds with Differential Privacy. CoRR abs/2404.10029 (2024) - Vladimir Jacimovic:
Kuramoto Oscillators and Swarms on Manifolds for Geometry Informed Machine Learning. CoRR abs/2405.09453 (2024) - Peter Mostowsky, Vincent Dutordoir, Iskander Azangulov, Noémie Jaquier, Michael John Hutchinson, Aditya Ravuri, Leonel Rozo, Alexander Terenin, Viacheslav Borovitskiy:
The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs. CoRR abs/2407.08086 (2024) - Osbert Bastani:
Parameter Estimation for Generalized Low-Rank Matrix Sensing by Learning on Riemannian Manifolds. CoRR abs/2407.10238 (2024) - Christian Soize, Roger G. Ghanem:
Transient anisotropic kernel for probabilistic learning on manifolds. CoRR abs/2407.21435 (2024) - Xingzhi Sun, Danqi Liao, Kincaid MacDonald, Yanlei Zhang, Chen Liu, Guillaume Huguet, Guy Wolf, Ian Adelstein, Tim G. J. Rudner, Smita Krishnaswamy:
Geometry-Aware Generative Autoencoders for Warped Riemannian Metric Learning and Generative Modeling on Data Manifolds. CoRR abs/2410.12779 (2024) - 2023
- Niccolò Guiducci, Claudio Tortorici, Claudio Ferrari, Stefano Berretti
:
Learning graph-based features for relief patterns classification on mesh manifolds. Comput. Graph. 115: 69-80 (2023) - John Harlim, Shixiao Willing Jiang, John Wilson Peoples:
Radial Basis Approximation of Tensor Fields on Manifolds: From Operator Estimation to Manifold Learning. J. Mach. Learn. Res. 24: 345:1-345:85 (2023) - Zhi Gao
, Yuwei Wu
, Xiaomeng Fan, Mehrtash Harandi
, Yunde Jia
:
Learning to Optimize on Riemannian Manifolds. IEEE Trans. Pattern Anal. Mach. Intell. 45(5): 5935-5952 (2023) - Byung Hyung Kim
, Jin Woo Choi
, Honggu Lee, Sungho Jo:
A discriminative SPD feature learning approach on Riemannian manifolds for EEG classification. Pattern Recognit. 143: 109751 (2023) - Matteo Saveriano
, Fares J. Abu-Dakka
, Ville Kyrki
:
Learning stable robotic skills on Riemannian manifolds. Robotics Auton. Syst. 169: 104510 (2023) - Marissa Catherine Connor, Kion Fallah, Christopher John Rozell
:
Learning Identity-Preserving Transformations on Data Manifolds. Trans. Mach. Learn. Res. 2023 (2023) - Juan Cerviño, Luiz F. O. Chamon, Benjamin David Haeffele, René Vidal, Alejandro Ribeiro:
Learning Globally Smooth Functions on Manifolds. ICML 2023: 3815-3854 - Karthik Elamvazhuthi, Xuechen Zhang, Samet Oymak, Fabio Pasqualetti:
Learning on Manifolds: Universal Approximations Properties using Geometric Controllability Conditions for Neural ODEs. L4DC 2023: 1-11 - Adnan Ahmad
, Wei Luo
, Antonio Robles-Kelly
:
Federated Learning Under Statistical Heterogeneity on Riemannian Manifolds. PAKDD (1) 2023: 380-392 - Junda Ye
, Zhongbao Zhang
, Li Sun
, Yang Yan
, Feiyang Wang
, Fuxin Ren
:
SINCERE: Sequential Interaction Networks representation learning on Co-Evolving RiEmannian manifolds. WWW 2023: 360-371 - Yihao Fang, Ilsang Ohn, Vijay Gupta, Lizhen Lin:
Intrinsic and extrinsic deep learning on manifolds. CoRR abs/2302.08606 (2023) - Junda Ye, Zhongbao Zhang, Li Sun, Yang Yan, Feiyang Wang, Fuxin Ren:
SINCERE: Sequential Interaction Networks representation learning on Co-Evolving RiEmannian manifolds. CoRR abs/2305.03883 (2023)
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