Yi Cai (蔡熠)


Yi Cai is currently pursuing his Ph.D. degree in the Department of Electronic Engineering, Tsinghua University, Beijing, China.

Contact

Address: 4-205, Rohm Building, Tsinghua University, Beijing, China
Email: caiy17☺mails·tsinghNOSPAMMINGua·edu·cn
Phone: -

Selected Publications


Journal Articles

  • Yi Cai, Xiaoming Chen, Lu Tian, Yu Wang, Huazhong Yang, Enabling Secure NVM-based in-Memory Neural Network Computing by Sparse Fast Gradient Encryption , in Transactions on Computers, 2020. pdf
  • Yi Cai, Yujun Lin, Lixue Xia, Xiaoming Chen, Song Han, Yu Wang, Huazhong Yang, Long Live TIME: Improving Lifetime and Security for NVM-based Training-In-Memory Systems , to appear in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2020. pdf
  • Ming Cheng, Lixue Xia, Zhenhua Zhu, Yi Cai, Yuan Xie, Yu Wang, Huazhong Yang, TIME: A Training-in-memory Architecture for RRAM-based Deep Neural Networks , to appear in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2019. pdf
  • Yi Cai, Tianqi Tang, Lixue Xia, Boxun Li, Yu Wang, Huazhong Yang, Low Bit-width Convolutional Neural Network on RRAM , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2019. pdf

Conference Papers

  • Hanbo Sun, Zhenhua Zhu, Yi Cai, Xiaoming Chen, Yu Wang, Huazhong Yang, An Energy-Efficient Quantized and Regularized Training Framework For Processing-In-Memory Accelerators , in The 25th Asia and South Pacific Design Automation Conference(ASP-DAC 2020), 2020.
  • Minhui Zou, Zhenhua Zhu, Yi Cai, Junlong Zhou, Chengliang Wang, Yu Wang, Security Enhancement for RRAM Computing System through Obfuscating Crossbar Row Connections , in Design, Automation & Test in Europe Conference & Exhibition (DATE), 2020. pdf
  • Yi Cai, Xiaoming Chen, Lu Tian, Yu Wang, Huazhong Yang, Enabling Secure in-Memory Neural Network Computing by Sparse Fast Gradient Encryption , in IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2019. pdf
  • Yi Cai, Tianqi Tang, Lixue Xia, Ming Cheng, Zhenhua Zhu, Yu Wang, Huazhong Yang, Training Low Bitwidth Convolutional Neural Networks on RRAM , in Proceedings of the 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 2018, pp.117-122. pdf
  • Yi Cai, Yujun Lin, Lixue Xia, Xiaoming Chen, Song Han, Yu Wang, Huazhong Yang, Long Live TIME: Improving Lifetime for Training-In-Memory Engines by Structured Gradient Sparsification , in Design Automation Conference (DAC), 2018. pdf
  • Jilan Lin, Lixue Xia, Zhenhua Zhu, Hanbo Sun, Yi Cai, Hui Gao, Ming Cheng, Xiaoming Chen, Yu Wang and Huazhong Yang, Rescuing Memristor-based Computing with Non-linear Resistance Levels , in DATE 2018, 2018, pp.407-412. pdf
  • Ming Cheng, Lixue Xia, Zhenhua Zhu, Yi Cai, Yuan Xie, Yu Wang, Huazhong Yang, TIME:A Training-in-memory Architecture for Memristor-based Deep Neural Network , in Design Automation Conference (DAC), 2017, pp.26:1-26:6. pdf slide

copyright 2020 © NICS Lab of Tsinghua University