A Cross-Layer Survey of Low-Power Machine Learning From Algorithm to Hardware
Energy is now a primary constraint for modern machine-learning training and inference, from hyperscale data centers to battery-constrained edge devices. Prior surveys cover efficient and green deep learning, edge artificial intelligence (AI), accelerator architectures, lifecycle-level energy reduction, and measurement...