HSB-GDM: a Hybrid Stochastic-Binary Circuit for Gradient Descent with Momentum in the Training of Neural Networks. - Han Li; Heng Shi 003; Honglan Jiang; Siting Liu 001 (NANOARCH, 2022)

A Hardware Prototype of an MRAM-based Stochastic Computing System. - Zhengkun Yu; Tianhan Fei; Hao Cai 001; Heng Shi 003; Yumeng Yang; Siting Liu 001 (ACM Great Lakes Symposium on VLSI, 2025)

An SRAM-based Stochastic Number Generator for Stochastic Computing. - Heng Shi 003; Zhengkun Yu; Tingting Zhang; Jie Han 001; Yumeng Yang; Siting Liu 001 (ISCAS, 2025)