Fast-BCNN: Massive Neuron Skipping in Bayesian Convolutional Neural Networks. - Qiyu Wan; Xin Fu (MICRO, 2020)

Shift-BNN: Highly-Efficient Probabilistic Bayesian Neural Network Training via Memory-Friendly Pattern Retrieving. - Qiyu Wan; Haojun Xia; Xingyao Zhang; Lening Wang; Shuaiwen Leon Song; Xin Fu (MICRO, 2021)

Workie-Talkie: Accelerating Federated Learning by Overlapping Computing and Communications via Contrastive Regularization. - Rui Chen 026; Qiyu Wan; Pavana Prakash; Lan Zhang 005; Xu Yuan 001; Yanmin Gong 001; Xin Fu; Miao Pan (ICCV, 2023)

NAS-SE: Designing A Highly-Efficient In-Situ Neural Architecture Search Engine for Large-Scale Deployment. - Qiyu Wan; Lening Wang; Jing Wang 055; Shuaiwen Leon Song; Xin Fu (MICRO, 2023)

EEFL: High-Speed Wireless Communications Inspired Energy Efficient Federated Learning over Mobile Devices. - Rui Chen 026; Qiyu Wan; Xinyue Zhang 001; Xiaoqi Qin; Yanzhao Hou; Di Wang 015; Xin Fu; Miao Pan (MobiSys, 2023)

Enabling High-Efficient ReRAM-Based CNN Training Via Exploiting Crossbar-Level Insignificant Writing Elimination. - Lening Wang; Qiyu Wan; Peixun Ma; Jing Wang 055; Mingsong Chen 001; Shuaiwen Leon Song; Xin Fu (IEEE Trans. Computers, 2023)

Efficient one-shot Neural Architecture Search with progressive choice freezing evolutionary search. - Chen Zhang; Qiyu Wan; Lening Wang; Yu Wen 003; Mingsong Chen 001; Jingweijia Tan; Kaige Yan; Xin Fu (Neurocomputing, 2024)

NANI: Energy-efficient Neuron-Aware hardware Noise Injection for adversarial defense using undervolting. - Lening Wang; Qiyu Wan; Jing Wang 055; Mingsong Chen 001; Lu Peng 001; Xin Fu (J. Syst. Archit., 2025)