generative modeling 1latent variable models 1neuro-symbolic learning 1ode discovery 1symbolic regression 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Neuro-Symbolic ODE Discovery with Latent Grammar Flow
Karin Yu, Eleni Chatzi, Georgios Kissas
The paper presents Latent Grammar Flow, a neuro‑symbolic generative framework that embeds differential equations as grammar‑based tokens in a discrete latent space and uses a discr…
cs.LG2025
Grammar-based Ordinary Differential Equation Discovery
Karin L. Yu, Eleni Chatzi, Georgios Kissas
The understanding and modeling of complex physical phenomena through dynamical systems has historically driven scientific progress, as it provides the tools for predicting the beha…