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Songyun Qu
ORCID
Publication Activity (10 Years)
Years Active: 2020-2024
Publications (10 Years): 12
Top Topics
Deep Learning
Neural Architecture
Restricted Boltzmann Machine
Effective Pruning
Top Venues
DAC
DATE
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
CoRR
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Publications
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Songyun Qu
,
Shixin Zhao
,
Bing Li
,
Yintao He
,
Xuyi Cai
,
Lei Zhang
,
Ying Wang
CIM-MLC: A Multi-level Compilation Stack for Computing-In-Memory Accelerators.
CoRR
(2024)
Yintao He
,
Shixin Zhao
,
Songyun Qu
,
Huawei Li
,
Xiaowei Li
,
Ying Wang
Bit-Trimmer: Ineffectual Bit-Operation Removal for CLM Architecture.
DATE
(2024)
Songyun Qu
,
Shixin Zhao
,
Bing Li
,
Yintao He
,
Xuyi Cai
,
Lei Zhang
,
Ying Wang
CIM-MLC: A Multi-level Compilation Stack for Computing-In-Memory Accelerators.
ASPLOS (2)
(2024)
Kaiwei Zou
,
Songyun Qu
,
Wen Li
,
Ying Wang
,
Huawei Li
,
Yongpan Liu
Communication-aware Quantization for Deep Learning Inference Parallelization on Chiplet-based Accelerators.
ICPADS
(2023)
Songyun Qu
,
Bing Li
,
Shixin Zhao
,
Lei Zhang
,
Ying Wang
A Coordinated Model Pruning and Mapping Framework for RRAM-Based DNN Accelerators.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
42 (7) (2023)
Shixin Zhao
,
Songyun Qu
,
Ying Wang
,
Yinhe Han
ENASA: Towards Edge Neural Architecture Search based on CIM acceleration.
DATE
(2023)
Bing Li
,
Songyun Qu
,
Ying Wang
An Automated Quantization Framework for High-Utilization RRAM-Based PIM.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
41 (3) (2022)
Kaiwei Zou
,
Ying Wang
,
Long Cheng
,
Songyun Qu
,
Huawei Li
,
Xiaowei Li
CAP: Communication-Aware Automated Parallelization for Deep Learning Inference on CMP Architectures.
IEEE Trans. Computers
71 (7) (2022)
Yuquan He
,
Songyun Qu
,
Gangliang Lin
,
Cheng Liu
,
Lei Zhang
,
Ying Wang
Processing-in-SRAM acceleration for ultra-low power visual 3D perception.
DAC
(2022)
Yintao He
,
Songyun Qu
,
Ying Wang
,
Bing Li
,
Huawei Li
,
Xiaowei Li
InfoX: an energy-efficient ReRAM accelerator design with information-lossless low-bit ADCs.
DAC
(2022)
Songyun Qu
,
Bing Li
,
Ying Wang
,
Lei Zhang
ASBP: Automatic Structured Bit-Pruning for RRAM-based NN Accelerator.
DAC
(2021)
Songyun Qu
,
Bing Li
,
Ying Wang
,
Dawen Xu
,
Xiandong Zhao
,
Lei Zhang
RaQu: An automatic high-utilization CNN quantization and mapping framework for general-purpose RRAM Accelerator.
DAC
(2020)