3 papers
cond-mat.soft2026
Mesoscopic Modeling of Dynamic Tetra-PEG Hydrogel Networks
Pietro Miotti, Lucien Cousin, Mark W. Tibbitt +1
We introduce a mesoscopic model of dynamic Tetra-PEG hydrogel networks based on a hybrid Dissipative Particle Dynamics/Monte Carlo (DPD/MC) approach. Polymer chains are described b…
cond-mat.soft2026
Entropy maximization underlies topology and mechanical properties in dynamic covalent hydrogels
Lucien Cousin, Pietro Miotti, Bruno Marco-Dufort +2
Adding dynamic bonds in polymer networks enables reprocessing and recycling; however the full impact of reversible bonds on dynamic network mechanics remains unclear. We build mode…
cs.AI2025
Differentiable Logic Cellular Automata: From Game of Life to Pattern Generation
Pietro Miotti, Eyvind Niklasson, Ettore Randazzo +1
This paper introduces Differentiable Logic Cellular Automata (DiffLogic CA), a novel combination of Neural Cellular Automata (NCA) and Differentiable Logic Gates Networks (DLGNs).…