Octo: INT8 Training with Loss-aware Compensation and Backward Quantization for Tiny On-device Learning. - Qihua Zhou; Song Guo 001; Zhihao Qu; Jingcai Guo; Zhenda Xu; Jiewei Zhang; Tao Guo 004; Boyuan Luo; Jingren Zhou 001 (USENIX ATC, 2021)

On-Device Learning Systems for Edge Intelligence: A Software and Hardware Synergy Perspective. - Qihua Zhou; Zhihao Qu; Song Guo 001; Boyuan Luo; Jingcai Guo; Zhenda Xu; Rajendra Akerkar (IEEE Internet Things J., 2021)

A Comprehensive Survey on Training Acceleration for Large Machine Learning Models in IoT. - Haozhao Wang; Zhihao Qu; Qihua Zhou; Haobo Zhang 002; Boyuan Luo; Wenchao Xu 001; Song Guo 001; Ruixuan Li 001 (IEEE Internet Things J., 2022)