Exploiting Similarity Opportunities of Emerging Vision AI Models on Hybrid Bonding Architecture. - Zhiheng Yue; Huizheng Wang; Jiahao Fang; Jinyi Deng; Guangyang Lu; Fengbin Tu; Ruiqi Guo; Yuxuan Li; Yubin Qin; Yang Wang 089; Chao Li 009; Huiming Han; et al. (ISCA, 2024)

20.2 A 28nm 74.34TFLOPS/W BF16 Heterogenous CIM-Based Accelerator Exploiting Denoising-Similarity for Diffusion Models. - Ruiqi Guo; Lei Wang; Xiaofeng Chen; Hao Sun; Zhiheng Yue; Yubin Qin; Huiming Han; Yang Wang 089; Fengbin Tu; Shaojun Wei; Yang Hu 001; Shouyi Yin (ISSCC, 2024)

34.1 A 28nm 83.23TFLOPS/W POSIT-Based Compute-in-Memory Macro for High-Accuracy AI Applications. - Yang Wang 089; Xiaolong Yang; Yubin Qin; Zhiren Zhao; Ruiqi Guo; Zhiheng Yue; Huiming Han; Shaojun Wei; Yang Hu 001; Shouyi Yin (ISSCC, 2024)

ETCIM: An Error-Tolerant Digital-CIM Processor with Redundancy-Free Repair and Run-Time MAC and Cell Error Correction. - Yiqi Wang 005; Zhen He; Chenggang Zhao; Zihan Wu 006; Mingyu Gao 001; Huiming Han; Shaojun Wei; Yang Hu 001; Fengbin Tu; Shouyi Yin (VLSI Technology and Circuits, 2024)

A 22nm 54.94TFLOPS/W Transformer Fine-Tuning Processor with Exponent-Stationary Re-Computing, Aggressive Linear Fitting, and Logarithmic Domain Multiplicating. - Yang Wang 089; Xiaolong Yang; Yubin Qin; Zhiren Zhao; Ruiqi Guo; Zhiheng Yue; Huiming Han; Shaojun Wei; Yang Hu 001; Shouyi Yin (VLSI Technology and Circuits, 2024)

CIMFormer: A Systolic CIM-Array-Based Transformer Accelerator With Token-Pruning-Aware Attention Reformulating and Principal Possibility Gathering. - Ruiqi Guo; Xiaofeng Chen; Lei Wang; Yang Wang 089; Hao Sun; Jingchuan Wei; Huiming Han; Leibo Liu; Shaojun Wei; Yang Hu 001; Shouyi Yin (IEEE J. Solid State Circuits, 2024)

14.4 A 51.6TFLOPs/W Full-Datapath CIM Macro Approaching Sparsity Bound and <-30 Loss for Compound AI. - Zhiheng Yue; Xujiang Xiang; Yang Wang 089; Ruiqi Guo; Huiming Han; Shaojun Wei; Yang Hu 001; Shouyi Yin (ISSCC, 2025)

An Energy-Efficient POSIT Compute-in-Memory Macro for High-Accuracy AI Applications. - Yang Wang 089; Xiaolong Yang; Yubin Qin; Zhiren Zhao; Ruiqi Guo; Zhiheng Yue; Huiming Han; Shaojun Wei; Yang Hu 001; Shouyi Yin (IEEE J. Solid State Circuits, 2025)