Double Diffusion Maps and their Latent Harmonics for Scientific
Computations in Latent Space

Double Diffusion Maps and their Latent Harmonics for Scientific Computations in Latent Space

26 April 2022

Daniel Lehmberg

Ioannis G. Kevrekidis

ArXiv (abs)PDF HTML

Papers citing "Double Diffusion Maps and their Latent Harmonics for Scientific Computations in Latent Space"

10 / 10 papers shown

Title
Enabling Probabilistic Learning on Manifolds through Double Diffusion Maps Dimitris G. Giovanis N. Evangelou Ioannis G. Kevrekidis Roger G. Ghanem 18 0 0 02 Jun 2025
Machine Learning of Slow Collective Variables and Enhanced Sampling via Spatial Techniques Tuğçe Gökdemir Jakub Rydzewski 112 2 0 31 Dec 2024
A physics-informed neural network method for the approximation of slow invariant manifolds for the general class of stiff systems of ODEs Dimitrios G. Patsatzis Lucia Russo Constantinos Siettos PINN 67 3 0 18 Mar 2024
Tipping Points of Evolving Epidemiological Networks: Machine Learning-Assisted, Data-Driven Effective Modeling N. Evangelou Tianqi Cui J. M. Bello-Rivas Alexei Makeev Ioannis G. Kevrekidis 72 1 0 01 Nov 2023
Machine Learning for the identification of phase-transitions in interacting agent-based systems: a Desai-Zwanzig example N. Evangelou Dimitrios G. Giovanis George A. Kevrekidis G. Pavliotis Ioannis G. Kevrekidis 72 0 0 29 Oct 2023
Nonlinear dimensionality reduction then and now: AIMs for dissipative PDEs in the ML era E. D. Koronaki N. Evangelou Cristina P. Martin-Linares E. Titi Ioannis G. Kevrekidis 50 6 0 24 Oct 2023
Tasks Makyth Models: Machine Learning Assisted Surrogates for Tipping Points Gianluca Fabiani N. Evangelou Tianqi Cui J. M. Bello-Rivas Cristina P. Martin-Linares Constantinos Siettos Ioannis G. Kevrekidis 64 2 0 25 Sep 2023
Early warning indicators via latent stochastic dynamical systems Lingyu Feng Ting Gao Wang Xiao Jinqiao Duan 61 3 0 07 Sep 2023
Data-driven modelling of brain activity using neural networks, Diffusion Maps, and the Koopman operator I. Gallos Daniel Lehmberg Felix Dietrich Constantinos Siettos 61 8 0 24 Apr 2023
Data-driven Control of Agent-based Models: an Equation/Variable-free Machine Learning Approach Dimitrios G. Patsatzis Lucia Russo Ioannis G. Kevrekidis Constantinos Siettos 59 15 0 12 Jul 2022