Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Shortest-Path Flow Matching with Mixture-Conditioned Bases for OOD Generalization to Unseen Conditions
Andrea Rubbi, Amir Akbarnejad, Mohammad Vali Sanian +10
Robust generalization under distribution shift remains a key challenge for conditional generative modeling: conditional flow-based methods often fit the training conditions well bu…
cs.LG2026
An Empirical Investigation of Neural ODEs and Symbolic Regression for Dynamical Systems
Panayiotis Ioannou, Pietro Liò, Pietro Cicuta
Accurately modelling the dynamics of complex systems and discovering their governing differential equations are critical tasks for accelerating scientific discovery. Using noisy, s…