Infox: An energy-efficient reram accelerator design with information-lossless low-bit adcs

Y He, S Qu, Y Wang, B Li, H Li, X Li - Proceedings of the 59th ACM/IEEE …, 2022 - dl.acm.org
ReRAM-based accelerators have shown great potential in neural network acceleration via in-
memory analog computing. However, high-precision analog-to-digital converters (ADCs) …

[HTML][HTML] 近似计算新范式在深度学习加速系统中的应用及研究进展

龚宇, 王丽萍, 王佑, 刘伟强 - 电子与信息学报, 2023 - jeit.ac.cn
深度学习已经成为当前人工智能技术中最为重要的算法之一. 随着应用场景不断扩展,
深度学习硬件规模越来越大, 计算复杂度呈现数量级提升趋势, 对加速系统提出了极高能效需求 …

AKGF: Automatic Kernel Generation for DNN on CPU-FPGA

D Dong, H Jiang, B Diao - The Computer Journal, 2024 - academic.oup.com
While tensor accelerated compilers have proven effective in deploying deep neural
networks (DNN) on general-purpose hardware, optimizing for FPGA remains challenging …

[HTML][HTML] Application and Research Progress of Approximate Computing as a New Computing Paradigm in AI Acceleration Systems

G Yu, W Liping, W You, LIU Weiqiang - 电子与信息学报, 2023 - jeit.ac.cn
Deep learning has emerged as one of the most important algorithms in artificial intelligence.
With the increasing application scenarios, the hardware scales for deep learning are …

Sensitivity mode for an audio spotting system

SM Kaskari - US Patent 11,823,707, 2023 - Google Patents
An audio spotting system configured for various operating modes including a regular mode
and sensitivity mode is described. An example cascade audio spotting system may include a …