Jingchuan Wei

Publication Activity (10 Years)

Years Active: 2021-2023
Publications (10 Years): 8

Top Topics

Training Process

Inference Process

Avoid Overfitting

Top Venues

IEEE J. Solid State Circuits

Publications

Zhou Wang, Jingchuan Wei, Boxiao Han, Hongjun He, Leibo Liu, Shaojun Wei, Shouyi Yin
CPE: An Energy-Efficient Edge-Device Training with Multi-dimensional Compression Mechanism. DAC (2023)
Ruiqi Guo, Yang Wang, Xiaofeng Chen, Lei Wang, Hao Sun, Jingchuan Wei, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin
CIMFormer: A 38.9TOPS/W-8b Systolic CIM-Array Based Transformer Processor with Token-Slimmed Attention Reformulating and Principal Possibility Gathering. A-SSCC (2023)
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) (2023)
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)
Zhou Wang, Jingchuan Wei, Xiaonan Tang, Boxiao Han, Hongjun He, Leibo Liu, Shaojun Wei, Shouyi Yin
TPE: A High-Performance Edge-Device Inference with Multi-level Transformational Mechanism. AICAS (2023)
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)
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) (2022)
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)