2 papers
cs.AI2026
Accelerated surrogate dynamics for dynamical, stochastic system evolution
Marco Jochum, Ioannis Kouroudis, Gohar Ali Siddiqui +3
Dynamic simulations are an entrenched way of gaining insight into the evolution of system dynamics. Their computational cost however is often prohibitively high, especially in case…
cs.LG2026
A green solvent screening tool for emerging materials via uncertainty aware, transformer enhanced transfer learning
Ioannis Kouroudis, Simon Ternes, Zhaosu Gu +5
Accurate prediction of solubility remains a central challenge across materials science and sustainable chemistry. In particular due to emerging technologies like organic and hybrid…