@article{fromloopneststosiliconmappingaiworkloads, title = {From Loop Nests to Silicon: Mapping AI Workloads onto AMD NPUs with MLIR-AIR}, author = {Erwei Wang and Samuel Bayliss and Andra Bisca and Zachary Blair and Sangeeta Chowdhary and Kristof Denolf and Jeff Fifield and Brandon Freiberger and Erika Hunhoff and Phil James-Roxby and Jack Lo and Joseph Melber and Stephen Neuendorffer and Eddie Richter and Andre Rosti and Javier Setoain and Gagandeep Singh and Endri Taka and Pranathi Vasireddy and Zhewen Yu and Niansong Zhang and Jinming Zhuang}, year = {2025}, eprint = {2510.14871}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.14871}, }