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2020 – today
- 2024
[j4]Yubin Qin
, Yang Wang, Dazheng Deng, Xiaolong Yang, Zhiren Zhao, Yang Zhou, Yuanqi Fan, Jingchuan Wei, Tianbao Chen, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin:
Ayaka: A Versatile Transformer Accelerator With Low-Rank Estimation and Heterogeneous Dataflow. IEEE J. Solid State Circuits 59(10): 3342-3356 (2024)- 2023
- [j3]Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Yang Zhou, Yuanqi Fan, Tianbao Chen, Hao Sun, Leibo Liu, Shaojun Wei, Shouyi Yin:
An Energy-Efficient Transformer Processor Exploiting Dynamic Weak Relevances in Global Attention. IEEE J. Solid State Circuits 58(1): 227-242 (2023) - [c6]Yubin Qin, Yang Wang, Dazheng Deng, Xiaolong Yang, Zhiren Zhao, Yang Zhou, Yuanqi Fan, Jingchuan Wei, Tianbao Chen, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin:
A 28nm 49.7TOPS/W Sparse Transformer Processor with Random-Projection-Based Speculation, Multi-Stationary Dataflow, and Redundant Partial Product Elimination. A-SSCC 2023: 1-3 - [c5]Yubin Qin, Yang Wang, Dazheng Deng, Zhiren Zhao, Xiaolong Yang, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin:
FACT: FFN-Attention Co-optimized Transformer Architecture with Eager Correlation Prediction. ISCA 2023: 22:1-22:14 - [c4]Yang Wang, Yubin Qin, Dazheng Deng, Xiaolong Yang, Zhiren Zhao, Ruiqi Guo, Zhiheng Yue, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin:
A 28nm 77.35TOPS/W Similar Vectors Traceable Transformer Processor with Principal-Component-Prior Speculating and Dynamic Bit-wise Stationary Computing. VLSI Technology and Circuits 2023: 1-2 - 2022
- [j2]Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Tianbao Chen, Xinhan Lin, Leibo Liu, Shaojun Wei, Shouyi Yin:
Trainer: An Energy-Efficient Edge-Device Training Processor Supporting Dynamic Weight Pruning. IEEE J. Solid State Circuits 57(10): 3164-3178 (2022) - [j1]Yang Wang, Dazheng Deng, Leibo Liu, Shaojun Wei, Shouyi Yin:
PL-NPU: An Energy-Efficient Edge-Device DNN Training Processor With Posit-Based Logarithm-Domain Computing. IEEE Trans. Circuits Syst. I Regul. Pap. 69(10): 4042-4055 (2022) - [c3]Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Yang Zhou, Yuanqi Fan, Tianbao Chen, Hao Sun, Leibo Liu, Shaojun Wei, Shouyi Yin:
A 28nm 27.5TOPS/W Approximate-Computing-Based Transformer Processor with Asymptotic Sparsity Speculating and Out-of-Order Computing. ISSCC 2022: 1-3 - 2021
- [c2]Yang Wang, Dazheng Deng, Leibo Liu, Shaojun Wei, Shouyi Yin:
LPE: Logarithm Posit Processing Element for Energy-Efficient Edge-Device Training. AICAS 2021: 1-4 - [c1]Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Tianbao Chen, Xinhan Lin, Leibo Liu, Shaojun Wei, Shouyi Yin:
A 28nm 276.55TFLOPS/W Sparse Deep-Neural-Network Training Processor with Implicit Redundancy Speculation and Batch Normalization Reformulation. VLSI Circuits 2021: 1-2
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