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PIMCOMP: An End-to-End DNN Compiler for Processing-In-Memory Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: 44, 期号: 5, 页码: 1745-1759
作者:  Sun, Xiaotian;  Wang, Xinyu;  Li, Wanqian;  Han, Yinhe;  Chen, Xiaoming
收藏  |  浏览/下载：5/0  |  提交时间：2025/06/25
Hardware  Optimization  Artificial neural networks  Pipelines  Parallel processing  Biological system modeling  Resource management  Adaptation models  Scheduling  Memory management  Deep neural network (DNN)  end-to-end compiler  processing-in-memory (PIM) accelerator  system-level optimization  
Identifying Optimal Workload Offloading Partitions for CPU-PIM Graph Processing Accelerators 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2025, 页码: 12
作者:  Xu, Sheng;  Li, Chun;  Luo, Le;  Zhou, Wu;  Yan, Liang;  Chen, Xiaoming
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Program processors  Logic  Codes  Arrays  Runtime  Electronic mail  Accuracy  Very large scale integration  Training  Through-silicon vias  Graph processing  heterogenous systems  processing-in-memory (PIM)  reuse distance (RD)  workload offloading  
MNSIM 2.0: A Behavior-Level Modeling Tool for Processing-In-Memory Architectures 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 11, 页码: 4112-4125
作者:  Zhu, Zhenhua;  Sun, Hanbo;  Xie, Tongxin;  Zhu, Yu;  Dai, Guohao;  Xia, Lixue;  Niu, Dimin;  Chen, Xiaoming;  Hu, Xiaobo Sharon;  Cao, Yu;  Xie, Yuan;  Yang, Huazhong;  Wang, Yu
收藏  |  浏览/下载：27/0  |  提交时间：2024/05/20
Computational modeling  Computer architecture  Integrated circuit modeling  Scheduling  Hardware  Memristors  Convolutional neural networks  Hardware modeling tool  processing-in-memory (PIM)  software-hardware co-optimization  
An Automated Quantization Framework for High-Utilization RRAM-Based PIM 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 3, 页码: 583-596
作者:  Li, Bing;  Qu, Songyun;  Wang, Ying
收藏  |  浏览/下载：44/0  |  提交时间：2022/12/07
Quantization (signal)  Neural networks  Computational modeling  Data models  Hardware  Resource management  Arrays  AutoML  neural network  processing-in-memory (PIM)  quantization  resistive memory (RRAM)  
Breaking the von Neumann bottleneck: architecture-level processing-in-memory technology 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2021, 卷号: 64, 期号: 6, 页码: 10
作者:  Zou, Xingqi;  Xu, Sheng;  Chen, Xiaoming;  Yan, Liang;  Han, Yinhe
收藏  |  浏览/下载：66/0  |  提交时间：2021/12/01
processing-in-memory (PIM)  von Neumann bottleneck  memory wall  PIM simulator  architecture-level PIM