Publications

Zongcheng Yue, Zhihang Liu, Dr Sean Longyu Ma, Chiu-Wing Sham. Efficient FPGA Deployment of Power-of-Two Quantized Networks via Dynamic Hierarchical Base-Exponent Offset Encoding. 2026 IEEE International Symposium on Circuits and Systems (ISCAS), 4108-4112,2026.

Zongcheng Yue, Dongwei Yan, Dr Sean Longyu Ma, Chiu-Wing Sham. Adaptive Gradual Quantization with a Custom RISC-V SIMD Accelerator. 2025 IEEE 18th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC),2025.

Yulin Fu, Jiale Li, Cheng Cheng, Dr Sean Longyu Ma, Chiu-Wing Sham, Nan Zou. A Review of FPGA-Driven LLM Acceleration. 2025 IEEE 18th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC),2025.

Yujia Liu, Chiu-Wing Sham, Fuqi Zhang, Hui Zhao, Dr Sean Longyu Ma. Visually meaningful asymmetric image encryption based on a random devil's vortex phase mask in the gyrator transform domain. Optics and Lasers in Engineering,2025.

Yulin Fu, Jiale Li, Dr Sean Longyu Ma, Chiu-Wing Sham. FPGA-based real-time image tampering detection system for edge computing. 2025 IEEE 14th Global Conference on Consumer Electronics (GCCE),2025.

Ziyuan Zhang, Yulin Fu, Jiale Li, Dr Sean Longyu Ma, Chiu-Wing Sham. Enhancing Synthesis Efficiency in HLS through LLM-Based Automated Code Correction. 2025 IEEE 14th Global Conference on Consumer Electronics (GCCE),2025.

Zhihang Liu, Jiale Li, Chiu-Wing Sham, Dr Sean Longyu Ma, Chong Fu. LightFSA: A Lightweight Financial Sentiment Analysis Model. International Conference on Intelligent Computing,2025.

Zongcheng Yue, Dr Sean Longyu Ma, Chiu-Wing Sham, Chong Fu. LHA: Layer-wise Hardware Acceleration of Progressive Quantizing Inference through Partial Reconfiguration for Edge Computing. 2025 International Joint Conference on Neural Networks (IJCNN),2025.

Zongcheng Yue, Dr Sean Longyu Ma, Chiu-Wing Sham, Chong Fu. Joint Post-Training Pruning and Power-of-Two Quantization for Efficient Edge Computing. 2025 International Joint Conference on Neural Networks (IJCNN),2025.

Jiale Li, Zhihang Liu, Dr Sean Longyu Ma, Chiu-Wing Sham, Chong Fu. A Novel Computing Paradigm for MobileNetV3 using Memristor. 2025 International Joint Conference on Neural Networks (IJCNN),2025.