ROBIN: Rolling Diffusion-Batched Inference Network

Tobias Würth1, Niklas Freymuth2, Gerhard Neumann2, Luise Kärger1

1Institute of Vehicle System Technology, Karlsruhe Institute of Technology (KIT), Karlsruhe
2Autonomous Learning Robots, Karlsruhe Institute of Technology (KIT), Karlsruhe
Conference: NeurIPS 2025

Paper Code arXiv

Poster

BibTeX


        @misc{würth2025diffusionbasedhierarchicalgraphneural,
              title={Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics}, 
              author={Tobias Würth and Niklas Freymuth and Gerhard Neumann and Luise Kärger},
              year={2025},
              eprint={2506.06045},
              archivePrefix={arXiv},
              primaryClass={cs.LG},
              url={https://arxiv.org/abs/2506.06045}, 
        }