SEP 3, 2026 · PREPRINT
Para-Pipe: Exploiting Hierarchical Operator Parallelism of ML Computational Graphs on SoCs
arXiv
This is a systems computer science paper presenting a novel optimization framework for edge ML inference, not a clinical or biomedical study; it reports engineering design and performance benchmarking on hardware without peer review.
Reported
Energy efficiency improvement vs.…11.0%
Energy efficiency improvement vs.…23.3%