A methodology for accurate benchmarking of neural network accelerators using a high-level synthesis-based hardware generator.

Feb 26, 2026 by Kartik Prabhu, Jeffrey Yu, X. Pan, Priyanka Raina (Philosophical transactions. Series A, Mathematical, physical, and engineering sciences)

DOI 10.1098/rsta.2024.0514

Built Voyager, an HLS-based accelerator generator that gives you matched, same-tech-node baselines so you can do real apples-to-apples comparisons of NN accelerator architectures; use it to isolate the effect of architectural choices rather than tech, scale or workload noise.

source S2, crossref