Hardware Co-Design Scaling Laws via Roofline Modelling for On-Device LLMs

Luoyang Sun, Jiwen Jiang, Yifeng Ding +9

Vision-Language-Action Models (VLAs) have emerged as a key paradigm of Physical AI and are increasingly deployed in autonomous vehicles, robots, and smart spaces. In these resource…