CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration With Better-Than-Binary Energy Efficiency
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"
DOI: 10.1109/tcad.2021.3075420
Abstract: We present a 3.1 POp/s/W fully digital hardware accelerator for ternary neural networks (TNNs). CUTIE, the completely unrolled ternary inference engine, focuses on minimizing noncomputational energy and switching activity so that dynamic power spent on… read more here.
Keywords: energy; switching activity; tex math; inference ... See more keywords
A 16-Bit 4.0-GS/s Calibration-Free 65 nm DAC Achieving >70 dBc SFDR and < −80 dBc IM3 Up to 1 GHz With Enhanced Constant-Switching-Activity Data-Weighted-Averaging
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Circuits and Systems I: Regular Papers"
DOI: 10.1109/tcsi.2023.3242658
Abstract: This paper presents an approach to the mitigation of harmonic distortions in wideband current-steering digital-to-analog converters (DACs). This approach enables code-independent constant-switching-activity data-weighted-averaging (CSA-DWA) with the extra area and power overhead by exploiting redundant current… read more here.
Keywords: csa dwa; bit; activity; switching activity ... See more keywords