An Energy-Efficient Low-Latency 3D-CNN Accelerator Leveraging Temporal Locality, Full Zero-Skipping, and Hierarchical Load Balance. - Changchun Zhou 001; Min Liu; Siyuan Qiu; Yifan He 002; Hailong Jiao (DAC, 2021)

An Energy-Efficient 3D Point Cloud Neural Network Accelerator With Efficient Filter Pruning, MLP Fusion, and Dual-Stream Sampling. - Changchun Zhou 001; Yuzhe Fu; Min Liu; Siyuan Qiu; Ge Li; Yifan He 002; Hailong Jiao (ICCAD, 2023)

Sagitta: An Energy-Efficient Sparse 3D-CNN Accelerator for Real-Time 3-D Understanding. - Changchun Zhou 001; Min Liu; Siyuan Qiu; Xugang Cao; Yuzhe Fu; Yifan He 002; Hailong Jiao (IEEE Internet Things J., 2023)

CNN Accelerator at the Edge With Adaptive Zero Skipping and Sparsity-Driven Data Flow. - Ming Liu 022; Changchun Zhou 001; Siyuan Qiu; Yifan He 002; Hailong Jiao (IEEE Trans. Circuits Syst. Video Technol., 2023)

An Energy-Efficient Configurable Coprocessor Based on 1-D CNN for ECG Anomaly Detection. - Chen Zhang; Zhijie Huang; QianXi Cheng; Changchun Zhou 001; Xin'an Wang (ISCAS, 2024)

Adjustable Multi-Stream Block-Wise Farthest Point Sampling Acceleration in Point Cloud Analysis. - Changchun Zhou 001; Yuzhe Fu; Yanzhe Ma; Eryi Han; Yifan He 002; Hailong Jiao (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

SoftAct: A High-Precision Softmax Architecture for Transformers Supporting Nonlinear Functions. - Yuzhe Fu; Changchun Zhou 001; Tianling Huang; Eryi Han; Yifan He 002; Hailong Jiao (IEEE Trans. Circuits Syst. Video Technol., 2024)

Ecco: Improving Memory Bandwidth and Capacity for LLMs via Entropy-Aware Cache Compression. - Feng Cheng; Cong Guo 003; Chiyue Wei; Junyao Zhang; Changchun Zhou 001; Edward Hanson; Jiaqi Zhang 002; Xiaoxiao Liu 001; Hai Li 001; Yiran Chen 001 (ISCA, 2025)

23.4 Nebula: A 28nm 109.8TOPS/W 3D PNN Accelerator Featuring Adaptive Partition, Multi-Skipping, and Block-Wise Aggregation. - Changchun Zhou 001; Tianling Huang; Yanzhe Ma; Yuzhe Fu; Xiangjie Song; Siyuan Qiu; Jiacong Sun; Min Liu; Ge Li; Yifan He 002; Yuchao Yang 001; Hailong Jiao (ISSCC, 2025)

Automatic epileptic seizure detection with an ultra lightweight 3D-CNN model. - Chenyu Xie; Siyuan Qiu; Changchun Zhou 001; Xiaoyan Song; Jie Yang 083; Jia Huang; Wenjin Wang 002; Hailong Jiao (Biomed. Signal Process. Control., 2025)

A Two-Stage Prediction + Detection Framework for Real-Time Epileptic Seizure Monitoring. - Siyuan Qiu; Wenjin Wang 002; Changchun Zhou 001; Xiaoyan Song; Jie Yang 083; Hailong Jiao (IEEE Trans. Instrum. Meas., 2025)

An Energy-Efficient Configurable 1-D CNN-Based Multi-Lead ECG Classification Coprocessor for Wearable Cardiac Monitoring Devices. - Chen Zhang; Zhijie Huang; Changchun Zhou 001; Ao Qie; Xin'an Wang (IEEE Trans. Biomed. Circuits Syst., 2025)