Live Demonstration: Bringing Powerful Deep Learning into Daily-Life Devices (Mobiles and FPGAs) Via Deep k-Means. - Pengfei Xu 011; Yue Wang 036; Yang Zhao 013; Yingyan Lin (ISCAS, 2019)

E2-Train: Training State-of-the-art CNNs with Over 80% Energy Savings. - Yue Wang 036; Ziyu Jiang; Xiaohan Chen; Pengfei Xu 011; Yang Zhao 013; Yingyan Lin; Zhangyang Wang (NeurIPS, 2019)

Drawing early-bird tickets: Towards more efficient training of deep networks. - Haoran You; Chaojian Li; Pengfei Xu 011; Yonggan Fu; Yue Wang 036; Xiaohan Chen; Yingyan Lin; Zhangyang Wang; Richard G. Baraniuk (CoRR, 2019)

E2-Train: Energy-Efficient Deep Network Training with Data-, Model-, and Algorithm-Level Saving. - Yue Wang 036; Ziyu Jiang; Xiaohan Chen; Pengfei Xu 011; Yang Zhao 013; Yingyan Lin; Zhangyang Wang (CoRR, 2019)

Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference. - Jianghao Shen; Yue Wang 036; Pengfei Xu 011; Yonggan Fu; Zhangyang Wang; Yingyan Lin (AAAI, 2020)

AutoDNNchip: An Automated DNN Chip Predictor and Builder for Both FPGAs and ASICs. - Pengfei Xu 011; Xiaofan Zhang 001; Cong Hao; Yang Zhao 013; Yongan Zhang; Yue Wang 036; Chaojian Li; Zetong Guan; Deming Chen; Yingyan Lin (FPGA, 2020)

DNN-Chip Predictor: An Analytical Performance Predictor for DNN Accelerators with Various Dataflows and Hardware Architectures. - Yang Zhao 013; Chaojian Li; Yue Wang 036; Pengfei Xu 011; Yongan Zhang; Yingyan Lin (ICASSP, 2020)

Drawing Early-Bird Tickets: Toward More Efficient Training of Deep Networks. - Haoran You; Chaojian Li; Pengfei Xu 011; Yonggan Fu; Yue Wang 036; Xiaohan Chen; Richard G. Baraniuk; Zhangyang Wang; Yingyan Lin (ICLR, 2020)

Timely: Pushing Data Movements And Interfaces In Pim Accelerators Towards Local And In Time Domain. - Weitao Li; Pengfei Xu 011; Yang Zhao 013; Haitong Li; Yuan Xie 001; Yingyan Lin (ISCA, 2020)

Dual Dynamic Inference: Enabling More Efficient, Adaptive, and Controllable Deep Inference. - Yue Wang 036; Jianghao Shen; Ting-Kuei Hu; Pengfei Xu 011; Tan M. Nguyen; Richard G. Baraniuk; Zhangyang Wang; Yingyan Lin (IEEE J. Sel. Top. Signal Process., 2020)

SmartDeal: Re-Modeling Deep Network Weights for Efficient Inference and Training. - Xiaohan Chen; Yang Zhao 013; Yue Wang 036; Pengfei Xu 011; Haoran You; Chaojian Li; Yonggan Fu; Yingyan Lin; Zhangyang Wang (CoRR, 2021)

SmartDeal: Remodeling Deep Network Weights for Efficient Inference and Training. - Xiaohan Chen; Yang Zhao 013; Yue Wang 036; Pengfei Xu 011; Haoran You; Chaojian Li; Yonggan Fu; Yingyan Lin; Zhangyang Wang (IEEE Trans. Neural Networks Learn. Syst., 2023)

AutoAI2C: An Automated Hardware Generator for DNN Acceleration on Both FPGA and ASIC. - Yongan Zhang; Xiaofan Zhang 001; Pengfei Xu 011; Yang Zhao 013; Cong Hao; Deming Chen; Yingyan Lin (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)