A 28nm 49.7TOPS/W Sparse Transformer Processor with Random-Projection-Based Speculation, Multi-Stationary Dataflow, and Redundant Partial Product Elimination. - Yubin Qin; Yang Wang 089; Dazheng Deng; Xiaolong Yang; Zhiren Zhao; Yang Zhou; Yuanqi Fan; Jingchuan Wei; Tianbao Chen; Leibo Liu; Shaojun Wei; Yang Hu 001; et al. (A-SSCC, 2023)

FACT: FFN-Attention Co-optimized Transformer Architecture with Eager Correlation Prediction. - Yubin Qin; Yang Wang 089; Dazheng Deng; Zhiren Zhao; Xiaolong Yang; Leibo Liu; Shaojun Wei; Yang Hu 001; Shouyi Yin (ISCA, 2023)

A 28nm 77.35TOPS/W Similar Vectors Traceable Transformer Processor with Principal-Component-Prior Speculating and Dynamic Bit-wise Stationary Computing. - Yang Wang 089; Yubin Qin; Dazheng Deng; Xiaolong Yang; Zhiren Zhao; Ruiqi Guo; Zhiheng Yue; Leibo Liu; Shaojun Wei; Yang Hu 001; Shouyi Yin (VLSI Technology and Circuits, 2023)

A 28nm 118.26TOPS/W Multi-Dimensional Fault-Tolerant Al Processor Enabling Voltage-Frequency Scaling Below Point-of-First-Failure. - Yang Wang 089; Xiaolong Yang; Yubin Qin; Zhiren Zhao; Ruiqi Guo; Zhiheng Yue; Shaojun Wei; Yang Hu 001; Shouyi Yin (A-SSCC, 2024)

MECLA: Memory-Compute-Efficient LLM Accelerator with Scaling Sub-matrix Partition. - Yubin Qin; Yang Wang 089; Zhiren Zhao; Xiaolong Yang; Yang Zhou; Shaojun Wei; Yang Hu 001; Shouyi Yin (ISCA, 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)

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)

A 52.01 TFLOPS/W Diffusion Model Processor with Inter-Time-Step Convolution-Attention-Redundancy Elimination and Bipolar Floating-Point Multiplication. - Yubin Qin; Yang Wang 089; Xiaolong Yang; Zhiren Zhao; Shaojun Wei; Yang Hu 001; Shouyi Yin (VLSI Technology and Circuits, 2024)

Ayaka: A Versatile Transformer Accelerator With Low-Rank Estimation and Heterogeneous Dataflow. - Yubin Qin; Yang Wang 089; Dazheng Deng; Xiaolong Yang; Zhiren Zhao; Yang Zhou; Yuanqi Fan; Jingchuan Wei; Tianbao Chen; Leibo Liu; Shaojun Wei; Yang Hu 001; et al. (IEEE J. Solid State Circuits, 2024)

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)