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)

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)

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)