Renjie Wei

PhD Student (2022)

Peking University

兴趣爱好
  • Efficient AI Algorithm & Accelerator
教育经历
  • B.S. in Microelectronics, 2022

    Nanjing University

Publications

(2025). LightMamba: Efficient Mamba Acceleration on FPGA with Quantization and Hardware Co-design. In Design, Automation and Test in Europe Conference and Exhibition (DATE) 2025.

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(2025). SCALES: Boost Binary Neural Network for Image Super-Resolution with Efficient Scalings. In Design, Automation and Test in Europe Conference and Exhibition (DATE) 2025.

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(2024). ASCEND: Accurate yet Efficient End-to-End Stochastic Computing Acceleration of Vision Transformer. In Design, Automation and Test in Europe Conference and Exhibition (DATE) 2024.

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(2024). A 16.38TOPS and 4.55POPS/W SRAM Computing-in-Memory Macro for Signed Operands Computation and Batch Normalization Implementation. In IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I) (2024).

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(2024). MixCIM: A Hybrid-Cell-Based Computing-in-Memory Macro with Less-Data-Movement and Activation-Memory-Reuse for Depthwise Separable Neural Networks. In IEEE Custom Integrated Circuits Conference (CICC) 2024.

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(2023). Not your father’s stochastic computing (SC)! Efficient yet Accurate End-to-End SC Accelerator Design. In International Conference on ASIC (ASICON) 2023.

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(2023). Efficient Non-Linear Adder for Stochastic Computing with Approximate Spatial-Temporal Sorting Network. In Design Automation Conference (DAC) 2023.

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(2023). Accurate yet Efficient Stochastic Computing Neural Acceleration with High Precision Residual Fusion. In Design, Automation and Test in Europe Conference and Exhibition (DATE) 2023.

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