Changed the title from "Code for the manuscript "A minimalistic approach to physics-informed machine learning using neighbour lists as physics optimized convolutions for inverse problems involving particle systems." by Alessio Alexiadis". Could not open file originally uploaded by the author so sent by email and re-uploaded. Corresponding article not yet published. Pure ID: 155262604 created for the data (AH 03/12/2021)