Zhengang Li

FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator

Hang Liu, Xuehai Qian, Xiaolong Ma, 2021, 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture (ISCA).

Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration pdf

Wei Niu, Yanzhi Wang, Zheng Zhan, 2021, ACM Trans. Design Autom. Electr. Syst..

MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge pdf

Xiaolong Ma, Wei Niu, Yanzhi Wang, 2021, NeurIPS.

NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration

Pu Zhao, Sijia Liu, Wei Niu, 2021, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI

Xiaolong Ma, Ao Ren, Yanzhi Wang, 2021, 2021 22nd International Symposium on Quality Electronic Design (ISQED).

TinyADC: Peripheral Circuit-aware Weight Pruning Framework for Mixed-signal DNN Accelerators

Xiaolong Ma, Mahdi Nazm Bojnordi, Payman Behnam, 2021, 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices

Xiaolong Ma, Wei Niu, Yanzhi Wang, 2021, IJCAI.

Mobile or FPGA? A Comprehensive Evaluation on Energy Efficiency and a Unified Optimization Framework

Mengshu Sun, Wei Niu, Yanzhi Wang, 2022, ACM Trans. Embed. Comput. Syst..