TIME: A Training-in-memory Architecture for Memristor-based Deep Neural Networks. - Ming Cheng; Lixue Xia; Zhenhua Zhu; Yi Cai 003; Yuan Xie 001; Yu Wang 002; Huazhong Yang (DAC, 2017)

Training low bitwidth convolutional neural network on RRAM. - Yi Cai 003; Tianqi Tang 001; Lixue Xia; Ming Cheng; Zhenhua Zhu; Yu Wang 002; Huazhong Yang (ASP-DAC, 2018)

Long live TIME: improving lifetime for training-in-memory engines by structured gradient sparsification. - Yi Cai 003; Yujun Lin 001; Lixue Xia; Xiaoming Chen 003; Song Han 003; Yu Wang 002; Huazhong Yang (DAC, 2018)

Rescuing memristor-based computing with non-linear resistance levels. - Jilan Lin; Lixue Xia; Zhenhua Zhu; Hanbo Sun; Yi Cai 003; Hui Gao; Ming Cheng; Xiaoming Chen 003; Yu Wang 002; Huazhong Yang (DATE, 2018)

Enabling Secure in-Memory Neural Network Computing by Sparse Fast Gradient Encryption. - Yi Cai 003; Xiaoming Chen 003; Lu Tian; Yu Wang 002; Huazhong Yang (ICCAD, 2019)

TIME: A Training-in-Memory Architecture for RRAM-Based Deep Neural Networks. - Ming Cheng; Lixue Xia; Zhenhua Zhu; Yi Cai 003; Yuan Xie 001; Yu Wang 002; Huazhong Yang (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019)

An Energy-Efficient Quantized and Regularized Training Framework For Processing-In-Memory Accelerators. - Hanbo Sun; Zhenhua Zhu; Yi Cai 003; Xiaoming Chen 003; Yu Wang 002; Huazhong Yang (ASP-DAC, 2020)

Security Enhancement for RRAM Computing System through Obfuscating Crossbar Row Connections. - Minhui Zou; Zhenhua Zhu; Yi Cai 003; Junlong Zhou; Chengliang Wang 002; Yu Wang 002 (DATE, 2020)

Enabling Secure NVM-Based in-Memory Neural Network Computing by Sparse Fast Gradient Encryption. - Yi Cai 003; Xiaoming Chen 003; Lu Tian; Yu Wang 002; Huazhong Yang (IEEE Trans. Computers, 2020)

Long Live TIME: Improving Lifetime and Security for NVM-Based Training-in-Memory Systems. - Yi Cai 003; Yujun Lin 001; Lixue Xia; Xiaoming Chen 003; Song Han 003; Yu Wang 002; Huazhong Yang (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

Low Bit-Width Convolutional Neural Network on RRAM. - Yi Cai 003; Tianqi Tang 001; Lixue Xia; Boxun Li; Yu Wang 002; Huazhong Yang (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020)

MNSIM-TIME: Performance Modeling Framework for Training-In-Memory Architectures. - Kaizhong Qiu; Zhenhua Zhu; Yi Cai 003; Hanbo Sun; Yu Wang 002; Huanzhong Yang (AICAS, 2021)

Reliability-Aware Training and Performance Modeling for Processing-In-Memory Systems. - Hanbo Sun; Zhenhua Zhu; Yi Cai 003; Shulin Zeng; Kaizhong Qiu; Yu Wang 002; Huazhong Yang (ASP-DAC, 2021)

3M-AI: A Multi-task and Multi-core Virtualization Framework for Multi-FPGA AI Systems in the Cloud. - Shulin Zeng; Guohao Dai; Hanbo Sun; Jun Liu 071; Hongren Zheng; Yusong Wu; Fan Zhang; Xinhao Yang; Yi Cai 003; Yu Wang 002; Huazhong Yang (FPGA, 2021)

Ensemble-in-One: Learning Ensemble within Random Gated Networks for Enhanced Adversarial Robustness. - Yi Cai 003; Xuefei Ning; Huazhong Yang; Yu Wang 002 (CoRR, 2021)

Enabling Lower-Power Charge-Domain Nonvolatile In-Memory Computing With Ferroelectric FETs. - Guodong Yin; Yi Cai 003; Juejian Wu; Zhengyang Duan; Zhenhua Zhu; Yongpan Liu; Yu Wang 002; Huazhong Yang; Xueqing Li 002 (IEEE Trans. Circuits Syst. II Express Briefs, 2021)

CLOSE: Curriculum Learning on the Sharing Extent Towards Better One-Shot NAS. - Zixuan Zhou; Xuefei Ning; Yi Cai 003; Jiashu Han; Yiping Deng; Yuhan Dong; Huazhong Yang; Yu Wang 002 (ECCV (20), 2022)

WESCO: Weight-encoded Reliability and Security Co-design for In-memory Computing Systems. - Jiangwei Zhang; Chong Wang; Yi Cai 003; Zhenhua Zhu; Donald Kline; Huazhong Yang; Yu Wang 002 (ISVLSI, 2022)

Ensemble-in-One: Ensemble Learning within Random Gated Networks for Enhanced Adversarial Robustness. - Yi Cai 003; Xuefei Ning; Huazhong Yang; Yu Wang 002 (AAAI, 2023)

Memory-Oriented Structural Pruning for Efficient Image Restoration. - Xiangsheng Shi; Xuefei Ning; Lidong Guo; Tianchen Zhao; Enshu Liu; Yi Cai 003; Yuhan Dong; Huazhong Yang; Yu Wang 002 (AAAI, 2023)

Klotski: DNN Model Orchestration Framework for Dataflow Architecture Accelerators. - Chen Bai; Xuechao Wei; Youwei Zhuo; Yi Cai 003; Hongzhong Zheng; Bei Yu 001; Yuan Xie 001 (ICCAD, 2023)

Klotski v2: Improved DNN Model Orchestration Framework for Dataflow Architecture Accelerators. - Chen Bai; Xuechao Wei; Youwei Zhuo; Yi Cai 003; Hongzhong Zheng; Bei Yu 001; Yuan Xie 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)