2 papers
cs.DC2023
Xenos: Dataflow-Centric Optimization to Accelerate Model Inference on Edge Devices
Zhang Runhua, Jiang Hongxu, Tian Fangzheng +7
Edge computing has been emerging as a popular scenario for model inference. However, the inference performance on edge devices (e.g., Multi-Core DSP, FGPA, etc.) suffers from ineff…
cs.LG2020
Robustness-aware 2-bit quantization with real-time performance for neural network
Xiaobin Li, Hongxu Jiang, Shuangxi Huang +1
Quantized neural network (NN) with a reduced bit precision is an effective solution to reduces the computational and memory resource requirements and plays a vital role in machine…