@article{towardsscientificmachinelearningfor, title = {Towards scientific machine learning for granular material simulations -- challenges and opportunities}, author = {Marc Fransen and Andreas Fürst and Deepak Tunuguntla and Daniel N. Wilke and Benedikt Alkin and Daniel Barreto and Johannes Brandstetter and Miguel Angel Cabrera and Xinyan Fan and Mengwu Guo and Bram Kieskamp and Krishna Kumar and John Morrissey and Jonathan Nuttall and Jin Ooi and Luisa Orozco and Stefanos-Aldo Papanicolopulos and Tongming Qu and Dingena Schott and Takayuki Shuku and WaiChing Sun and Thomas Weinhart and Dongwei Ye and Hongyang Cheng}, year = {2025}, eprint = {2504.08766}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.08766v1}, }