activity
20202025
most citedOut-of-distributional risk bounds for neural operators with applications to the Helmholtz equation

4 citations · 4 across the 6 of their papers we have counts for

collaborators

6 papers

eess.IV2025

Deep Representation Learning for Unsupervised Clustering of Myocardial Fiber Trajectories in Cardiac Diffusion Tensor Imaging

Mohini Anand, Xavier Tricoche

Understanding the complex myocardial architecture is critical for diagnosing and treating heart disease. However, existing methods often struggle to accurately capture this intrica…

cs.GR2025

Meshing of High-Dimensional Toroidal Manifolds from Quasi-Periodic Three-Body Problem Dynamics using Parameterization via Discrete One-Forms

Dante Basile, Xavier Tricoche, Martin Lo

High-dimensional visual computer models are poised to revolutionize the space mission design process. The circular restricted three-body problem (CR3BP) gives rise to high-dimensio…

cs.LG2023★ 4 cited

Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation

J. Antonio Lara Benitez, Takashi Furuya, Florian Faucher +3

Despite their remarkable success in approximating a wide range of operators defined by PDEs, existing neural operators (NOs) do not necessarily perform well for all physics problem…

physics.flu-dyn2022

Improved characterization of Lagrangian coherent structures through time-scale analysis

Zi'ang Ding, Xavier Tricoche

The computation of Lagrangian coherent structures (LCS) has established itself as a prominent means to reveal significant geometric structures in time-dependent vector fields. Thei…

cs.GR2022

A Hybrid Lagrangian-Eulerian Model for the Structural Analysis of Multifield Datasets

Zi'ang Ding, Xavier Tricoche

Multifields datasets are common in a large number of research and engineering applications of computational science. The effective visualization of the corresponding datasets can f…

nlin.CD2020

Extraction and Visualization of Poincaré Map Topology for Spacecraft Trajectory Design

Xavier M. Tricoche, Wayne R. Schlei, Kathleen C. Howell

Mission designers must study many dynamical models to plan a low-cost spacecraft trajectory that satisfies mission constraints. They routinely use Poincaré maps to search for a sui…