Dynamic CNN Accelerator Supporting Efficient Filter Generator with Kernel Enhancement and Online Channel Pruning. - Chen Tang; Wenyu Sun; Wenxun Wang; Yongpan Liu (ASP-DAC, 2022)

Efficient Neural Networks with Spatial Wise Sparsity Using Unified Importance Map. - Chen Tang; Wenyu Sun; Wenxun Wang; Zhuqing Yuan; Yongpan Liu (ISCAS, 2022)

Block-Wise Dynamic-Precision Neural Network Training Acceleration via Online Quantization Sensitivity Analytics. - Ruoyang Liu; Chenhan Wei; Yixiong Yang; Wenxun Wang; Huazhong Yang; Yongpan Liu (ASP-DAC, 2023)

A 28nm 1.07TFLOPS/mm2 Dynamic-Precision Training Processor with Online Dynamic Execution and Multi- Level-Aligned Block-FP Processing. - Yixiong Yang; Ruoyang Liu; Chenhan Wei; Wenxun Wang; Wenyu Sun; Jinshan Yue; Huazhong Yang; Yongpan Liu (CICC, 2023)

SOLE: Hardware-Software Co-design of Softmax and LayerNorm for Efficient Transformer Inference. - Wenxun Wang; Shuchang Zhou 001; Wenyu Sun; Peiqin Sun; Yongpan Liu (ICCAD, 2023)

A Dynamic Execution Neural Network Processor for Fine-Grained Mixed-Precision Model Training Based on Online Quantization Sensitivity Analysis. - Ruoyang Liu; Chenhan Wei; Yixiong Yang; Wenxun Wang; Binbin Yuan; Huazhong Yang; Yongpan Liu (IEEE J. Solid State Circuits, 2024)

A Fully Quantized Training Accelerator for Diffusion Network With Tensor Type & Noise Strength Aware Precision Scheduling. - Ruoyang Liu; Wenxun Wang; Chen Tang; Weichen Gao; Huazhong Yang; Yongpan Liu (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

Pro-Cache-CIM: A 28nm 69.4TOPS/W Product-Cache-based Digital-Compute-in-Memory Macro Leveraging Data Locality Pattern in Vision AI Tasks. - Wenbin Jia; Yifan He 003; Xiang Li; Yixuan Xie; Zongle Huang; Wenxun Wang; Boju Chen; Yaolei Li; Jinshan Yue; Xueqing Li 002; Huazhong Yang; Hongyang Jia; et al. (CICC, 2025)

A 28nm 3.14 TFLOP/W BF16 LLM Fine-Tuning Processor with Asymmetric Quantization Computing for AI PC. - Xinyuan Lin; Leran Huang; Chenhan Wei; Wenbin Jia; Hedi Wang; Wenxun Wang; Hongyang Jia; Huazhong Yang; Yongpan Liu (CICC, 2025)

CCE: A 28nm Content Creation Engine with Asymmetric Computing, Semantic-Driven Instruction Generation and Collision-Free Outlier Mapper for Video Generation. - Chen Tang; Zongle Huang; Wenxun Wang; Yifan He; Shupei Fan; Xiaoyu Feng; Wenyu Sun; Yongpan Liu (CICC, 2025)

Improving Transformer Inference Through Optimized Nonlinear Operations With Quantization-Approximation-Based Strategy. - Wenxun Wang; Wenyu Sun; Yongpan Liu (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)