Reliable mechanistic operator recovery with biologically-informed neural networks: principles for architecture and optimisation design
Crossley, R Yin, Y Waters, S Baker, R (08 Jul 2026) https://arxiv.org/abs/2607.07425v1
An optimal control approach to nonlinear wave speed selection in reaction-diffusion equations
Crossley, R Falco, C Baker, R (18 Mar 2026) https://arxiv.org/abs/2603.17601v1
Two-Sample IV: Efficient Two-Step Estimation and Tests for Overidentification and Weak-Instruments
Kasenally, F Guan, R Windmeijer, F (18 Jun 2026) https://arxiv.org/abs/2606.20240v1
The Null Energy Condition through the Lens of Optimal Transport: Smooth and Non-Smooth Spacetimes
Cavalletti, F Manini, D Mondino, A (15 Sep 2026)
Learning functional components of PDEs from data using neural networks
Loman, T Salmaniw, Y Villares, A Carrillo, J Baker, R (13 Feb 2026) https://arxiv.org/abs/2602.13174v2
Numerical stationary states for nonlocal Fokker-Planck equations via fixed points of consistency maps
Carrillo, J Salmaniw, Y Villares, A (05 Feb 2026) https://arxiv.org/abs/2602.05632v1
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