3 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.LG2025
FineQ: Software-Hardware Co-Design for Low-Bit Fine-Grained Mixed-Precision Quantization of LLMs
Xilong Xie, Liang Wang, Limin Xiao +4
Large language models (LLMs) have significantly advanced the natural language processing paradigm but impose substantial demands on memory and computational resources. Quantization…
cs.AR2023
FuseFPS: Accelerating Farthest Point Sampling with Fusing KD-tree Construction for Point Clouds
Meng Han, Liang Wang, Limin Xiao +5
Point cloud analytics has become a critical workload for embedded and mobile platforms across various applications. Farthest point sampling (FPS) is a fundamental and widely used k…