LPE: Logarithm Posit Processing Element for Energy-Efficient Edge-Device Training. - Yang Wang 089; Dazheng Deng; Leibo Liu; Shaojun Wei; Shouyi Yin (AICAS, 2021)

A 28nm 276.55TFLOPS/W Sparse Deep-Neural-Network Training Processor with Implicit Redundancy Speculation and Batch Normalization Reformulation. - Yang Wang 089; Yubin Qin; Dazheng Deng; Jingchuan Wei; Tianbao Chen; Xinhan Lin; Leibo Liu; Shaojun Wei; Shouyi Yin (VLSI Circuits, 2021)

A 28nm 27.5TOPS/W Approximate-Computing-Based Transformer Processor with Asymptotic Sparsity Speculating and Out-of-Order Computing. - Yang Wang 089; Yubin Qin; Dazheng Deng; Jingchuan Wei; Yang Zhou; Yuanqi Fan; Tianbao Chen; Hao Sun; Leibo Liu; Shaojun Wei; Shouyi Yin (ISSCC, 2022)

Trainer: An Energy-Efficient Edge-Device Training Processor Supporting Dynamic Weight Pruning. - Yang Wang 089; Yubin Qin; Dazheng Deng; Jingchuan Wei; Tianbao Chen; Xinhan Lin; Leibo Liu; Shaojun Wei; Shouyi Yin (IEEE J. Solid State Circuits, 2022)

PL-NPU: An Energy-Efficient Edge-Device DNN Training Processor With Posit-Based Logarithm-Domain Computing. - Yang Wang 089; Dazheng Deng; Leibo Liu; Shaojun Wei; Shouyi Yin (IEEE Trans. Circuits Syst. I Regul. Pap., 2022)

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)

An Energy-Efficient Transformer Processor Exploiting Dynamic Weak Relevances in Global Attention. - Yang Wang 089; Yubin Qin; Dazheng Deng; Jingchuan Wei; Yang Zhou; Yuanqi Fan; Tianbao Chen; Hao Sun; Leibo Liu; Shaojun Wei; Shouyi Yin (IEEE J. Solid State Circuits, 2023)

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)