2 papers
cs.AR2025
CaMDN: Enhancing Cache Efficiency for Multi-tenant DNNs on Integrated NPUs
Tianhao Cai, Liang Wang, Limin Xiao +4
With the rapid development of DNN applications, multi-tenant execution, where multiple DNNs are co-located on a single SoC, is becoming a prevailing trend. Although many methods ar…
cs.AR2024
ReDas: A Lightweight Architecture for Supporting Fine-Grained Reshaping and Multiple Dataflows on Systolic Array
Meng Han, Liang Wang, Limin Xiao +4
The systolic accelerator is one of the premier architectural choices for DNN acceleration. However, the conventional systolic architecture suffers from low PE utilization due to th…