Efficient PINNs via Multi-Head Unimodular Regularization of the Solutions Space

Pedro Tarancón-Álvarez, Pablo Tejerina-Pérez, Raul Jimenez +1

Physics-Informed Neural Embeddings of PDE Solution Families

Raul Jimenez, Svitlana Mayboroda, Pavlos Protopapas +3

Learning embeddings of non-linear PDEs: the Burgers' equation

Pedro Tarancón-Álvarez, Leonid Sarieddine, Pavlos Protopapas +1

The Denario project: Deep knowledge AI agents for scientific discovery

Francisco Villaescusa-Navarro, Boris Bolliet, Pablo Villanueva-Domingo +33

Non-conformal obstructions to bubble expansion

David Mateos, Mikel Sanchez-Garitaonandia, Pedro Tarancón-Álvarez

The paper studies how non‑conformal thermodynamics affects the hydrodynamics of expanding bubbles in first‑order phase transitions, revealing new obstructions that limit bubble wal…

Recovering Sharp Conductivity Features in the Finite-Data Calderón Problem with Physics-Informed Neural Networks

Ali AlHadi Kalout, Pablo Tejerina-Pérez, Konstantin Karchev +5

Gravitational Duals from Equations of State II: Large Hierarchies and False Vacua

Raul Jimenez, David Mateos, Pavlos Protopapas +3

Gravitational Duals from Equations of State

Yago Bea, Raul Jimenez, David Mateos +4