Optimizing FPGA-Based DNN Accelerator With Shared Exponential Floating-Point Format. - Wenzhe Zhao; Qiwei Dang; Tian Xia 008; Jingming Zhang; Nanning Zheng 001; Pengju Ren (IEEE Trans. Circuits Syst. I Regul. Pap., 2023)

NMS: Efficient Edge DNN Training via Near-Memory Sampling on Manifolds. - Boran Zhao; Haiduo Huang; Qiwei Dang; Wenzhe Zhao; Tian Xia 008; Pengju Ren (CoRR, 2025)