Neural Network Early Exit
Paper: Li, Xiangjie, Chenfei Lou, Zhengping Zhu, Yuchi Chen, Yingtao Shen, Yehan Ma, and An Zou. “Predictive Exit: Prediction of Fine-Grained Early Exits for Computation-and Energy-Efficient Inference.” Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI-23), 2023.
Yingtao Shen, Xiangjie Li, Yehan Ma, Weidong Cao, Jie Zhao, An Zou. ‘LEAP: Light Weighting Neural Network Inference through Proactive Early Exiting Prediction.” In IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2025.
Neural Network Automatic Compression Framework
Paper: Yingtao Shen, Yinchen Ni, Jiace Zhu, Jie Zhao and An Zou. “Compression Space Search: RL-Based Combinational Compression for Neural Networks.” In 2026 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1-6. IEEE, 2026.