CIM-Tuner: Balancing the Compute and Storage Capacity of SRAM-CIM Accelerator via Hardware-mapping Co-exploration.

Yuhui Shi Yuhui Shi 0001 Southern University of Science and Technology (SUSTech), Department of Computer Science and Engineering, Shenzhen Key Lab of Computational Intelligence, Shenzhen, China Xi'an Jiaotong-Liverpool University, Department of Electrical & Electronic Engineering, Suzhou, China Southeast University, Radio Engineering Department, Nanjing, China https://www.sustech.edu.cn/en/faculties/shiyuhui.html https://scholar.google.com/citations?user=xSvAHWgAAAAJ https://cn.linkedin.com/in/yuhuishi https://ieeexplore.ieee.org/author/37276883400 https://openreview.net/profile?id=~Yuhui_Shi2 https://www.webofscience.com/wos/author/record/G-7472-2018 https://en.wikipedia.org/wiki/Yuhui_Shi https://orcid.org/0000-0002-8840-723X https://www.wikidata.org/entity/Q29342367 Yuhui Shi 0002 Chinese Academy of Sciences, Institute of Computing Technology, Key Lab of Intelligent Information Processing, Beijing, China https://scholar.google.com/citations?user=xAw_fukAAAAJ https://www.semanticscholar.org/author/Yuhui-Shi/2243553485 https://orcid.org/0009-0008-0457-2475

Jinwu Chen Yuhui Shi He Wang 0028 Zhe Jiang 0004 Jun Yang 0006 Xin Si Zhenhua Zhu CIM-Tuner: Balancing the Compute and Storage Capacity of SRAM-CIM Accelerator via Hardware-mapping Co-exploration. 2026 January abs/2601.18070 CoRR https://doi.org/10.48550/arXiv.2601.18070 db/journals/corr/corr2601.html#abs-2601-18070 streams/journals/corr

Yifan Ding Yuhui Shi Zhiyan Li Zilong Wang Yifeng Gao 0002 Yajun Yang Mengjie Yang Yixiu Liang Xipeng Qiu Xuanjing Huang 0001 Xingjun Ma Yu-Gang Jiang 0001 Guoyu Wang Mirror: A Multi-Agent System for AI-Assisted Ethics Review. 2026 February abs/2602.13292 CoRR https://doi.org/10.48550/arXiv.2602.13292 db/journals/corr/corr2602.html#abs-2602-13292 streams/journals/corr

Yuhui Shi Yuming Wu Lei Bu Xuandong Li Checking Bounded Reachability of Compositional Linear Hybrid Automata Using Interaction Relations. 136:1-136:26 2025 24 ACM Trans. Embed. Comput. Syst. 5s https://doi.org/10.1145/3762645 db/journals/tecs/tecs24.html#ShiWBL25

An Guo 0001 Jingmin Zhang Xingyu Pu Yi Yang 0001 Defa Wu Yuchen Tang Yuhui Shi Yinghai Gao Zhichao Liu Bo Wang 0023 Tianzhu Xiong Zhaoyang Zhang 0008 Xi Chen 0107 Jinwu Chen Feiran Liu Xing Wang Xinning Liu Weiwei Shan Bo Liu 0019 Hao Cai 0001 Xin Si Jun Yang 0006 14.7 NeuroPilot: A 28nm, 69.4fJ/node and 0.22ns/node, 32×32 Mimetic-Path-Searching CIM-Macro with Dynamic-Logic Pilot PE and Dual-Direction Searching. 1-3 2025 ISSCC https://doi.org/10.1109/ISSCC49661.2025.10904805 conf/isscc/2025 db/conf/isscc/isscc2025.html#GuoZPYWTSGLWXZC25 Xing Wang Tianhui Jiao Yi Yang 0001 Shaochen Li Dongqi Li An Guo 0001 Yuhui Shi Yuchen Tang Jinwu Chen Zhican Zhang Zhichao Liu Bo Liu 0019 Weiwei Shan Xin Wang 0019 Hao Cai 0001 Wenwu Zhu 0001 Jun Yang 0006 Xin Si 14.3 A 28nm 17.83-to-62.84TFLOPS/W Broadcast-Alignment Floating-Point CIM Macro with Non-Two's-Complement MAC for CNNs and Transformers. 254-256 2025 ISSCC https://doi.org/10.1109/ISSCC49661.2025.10904738 conf/isscc/2025 db/conf/isscc/isscc2025.html#WangJYLLGSTCZLL25 Xi Chen 0107 Shaochen Li Zhican Zhang Wentao Zheng Xiao Tan 0001 Yuchen Tang Yuhui Shi Lizheng Ren Yibo Mai Feiran Liu Jinwu Chen Zhaoyang Zhang 0008 An Guo 0001 Tianzhu Xiong Bo Wang 0023 Xinning Liu Weiwei Shan Bo Liu 0019 Hao Cai 0001 Jun Yang 0006 Xin Si 14.6 A 28nm 64kb Bit-Rotated Hybrid-CIM Macro with an Embedded Sign-Bit-Processing Array and a Multi-Bit-Fusion Dual-Granularity Cooperative Quantizer. 260-262 2025 ISSCC https://doi.org/10.1109/ISSCC49661.2025.10904646 conf/isscc/2025 db/conf/isscc/isscc2025.html#ChenLZZTTSRMLCZ25 Yuwei Huang Yuhui Shi ArchERL: Evolutionary Reinforcement Learning Framework for Efficient Hardware Architecture Design without Domain Knowledge. SMC 2025 5933-5939 conf/smc/2025 https://doi.org/10.1109/SMC58881.2025.11343361 db/conf/smc/smc2025.html#HuangS25a streams/conf/smc

Xin Si Fangyuan Dong Shengnan He Yuhui Shi Anran Yin Hui Gao Xiang Li 0147 A 28 nm 16-kb Sign-Extension-Less Digital-Compute-in-Memory Macro With Extension-Friendly Compute Units and Accuracy-Adjustable Adder-Tree. 2164-2168 2024 November 32 IEEE Trans. Very Large Scale Integr. Syst. 11 https://doi.org/10.1109/TVLSI.2024.3418888 db/journals/tvlsi/tvlsi32.html#SiDHSYGL24 streams/journals/tvlsi

An Guo 0001 Xueshan Dong Fangyuan Dong Dongqi Li Yiran Zhang Jingmin Zhang Yuchen Tang Yuhui Shi Xiao Tan 0001 Bo Liu 0019 Weiwei Shan Hao Cai 0001 Jun Yang 0006 Xin Si A 28nm 128-kb Exponent- and Mantissa-Computation-InMemory Dual-macro for Floating-point and INT CNNs. 1-3 2024 A-SSCC https://doi.org/10.1109/A-SSCC60305.2024.10849190 conf/asscc/2024 db/conf/asscc/asscc2024.html#0001DDLZZTST0SC24 Jiawan Wang Wenxia Liu Muzimiao Zhang Jiaqi Wei Yuhui Shi Lei Bu Xuandong Li Scenario-Based Flexible Modeling and Scalable Falsification for Reconfigurable CPSs. 329-355 2024 CAV (3) https://doi.org/10.1007/978-3-031-65633-0_15 conf/cav/2024-3 db/conf/cav/cav2024-3.html#WangLZWSBL24 streams/conf/cav

Liang Qu Cunze Wang Yuhui Shi Brain Storm Optimization Based Swarm Learning for Diabetic Retinopathy Image Classification. 2024 abs/2404.15585 CoRR https://doi.org/10.48550/arXiv.2404.15585 db/journals/corr/corr2404.html#abs-2404-15585

Minghan Zhang Sai Gu Yuhui Shi The use of deep learning methods in low-dose computed tomography image reconstruction: a systematic review. 2022 5545-5561 8 Complex Intell. Syst. 6 https://doi.org/10.1007/s40747-022-00724-7 db/journals/comintsys/comintsys8.html#ZhangGS22 streams/journals/comintsys

Lei Bu Goran Frehse Atanu Kundu 0002 Rajarshi Ray 0001 Yuhui Shi Enea Zaffanella ARCH-COMP22 Category Report: Hybrid Systems with Piecewise Constant Dynamics and Bounded Model Checking. 44-57 2022 ARCH@SAFECOMP https://doi.org/10.29007/lnzf conf/arch/2022 db/conf/arch/arch2022.html#BuFK0SZ22

Yuhui Shi Ya Shuang Deng Hybrid Control of Digital Baker Map with Application to Pseudo-Random Number Generator. 578 2021 23 Entropy 5 https://doi.org/10.3390/e23050578 db/journals/entropy/entropy23.html#ShiD21

Ya Shuang Deng Yuhui Shi An Error Compensation Method for Improving the Properties of a Digital Henon Map Based on the Generalized Mean Value Theorem of Differentiation. 1628 2021 23 Entropy 12 https://doi.org/10.3390/e23121628 db/journals/entropy/entropy23.html#DengS21

Liang Qu Huaisheng Zhu Yuhui Shi BSOGCN: Brain Storm Optimization Graph Convolutional Networks Based Heterogeneous Information Networks Embedding. 1-7 2020 CEC https://doi.org/10.1109/CEC48606.2020.9185532 conf/cec/2020 db/conf/cec/cec2020.html#QuZS20 Mingde Liu Yang Shen Yuhui Shi A Hybrid Brain Storm Optimization Algorithm for Dynamic Vehicle Routing Problem. 251-258 2020 ICSI https://doi.org/10.1007/978-3-030-53956-6_23 conf/swarm/2020 db/conf/swarm/icsi2020.html#LiuSS20 Geng Zhang Yuhui Shi Jun Steed Huang Cooperative Optimization Algorithm for the 100-Digit Challenge. 376-380 2019 CEC https://doi.org/10.1109/CEC.2019.8790272 conf/cec/2019 db/conf/cec/cec2019.html#ZhangSH19 Gao Li Dabu Zhang Yuhui Shi An Unknown Environment Exploration Strategy for Swarm Robotics Based on Brain Storm Optimization Algorithm. 1044-1051 2019 CEC https://doi.org/10.1109/CEC.2019.8789994 conf/cec/2019 db/conf/cec/cec2019.html#LiZS19 Liang Qu Yuhui Shi Gradient-free Algorithms for Graph Embedding. 2746-2752 2019 CEC https://doi.org/10.1109/CEC.2019.8790139 conf/cec/2019 db/conf/cec/cec2019.html#QuS19

Geng Zhang Yangmin Li 0001 Yuhui Shi Distributed learning particle swarm optimizer for global optimization of multimodal problems. 122-134 2018 12 Frontiers Comput. Sci. 1 https://doi.org/10.1007/s11704-016-5373-1 https://www.wikidata.org/entity/Q59356839 db/journals/fcsc/fcsc12.html#ZhangLS18

Geng Zhang Yuhui Shi Hybrid Sampling Evolution Strategy for Solving Single Objective Bound Constrained Problems. 1-7 2018 CEC https://doi.org/10.1109/CEC.2018.8477908 conf/cec/2018 db/conf/cec/cec2018.html#ZhangS18a

Yonggang Chen Lixiang Li 0001 Haipeng Peng Jinghua Xiao Yixian Yang Yuhui Shi Particle swarm optimizer with two differential mutation. 314-330 2017 61 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2017.07.020 db/journals/asc/asc61.html#ChenLPXYS17

Yali Wu Ge Liu Xiaoping Guo Yuhui Shi Lixia Xie A self-adaptive chaos and Kalman filter-based particle swarm optimization for economic dispatch problem. 3353-3365 2017 21 Soft Comput. 12 https://doi.org/10.1007/s00500-015-2013-x db/journals/soco/soco21.html#WuLGSX17

Daniel Reich Yuhui Shi Marina A. Epelman Amy Cohn Ellen Barnes Kirk Arthurs Erica Klampfl Scheduling Crash Tests at Ford Motor Company. 409-423 2016 46 Interfaces 5 https://doi.org/10.1287/inte.2016.0855 db/journals/interfaces/interfaces46.html#ReichSECBAK16

Tiew On Ting Yuhui Shi Parameter Estimation of Vertical Two-Layer Soil Model via Brain Storm Optimization Algorithm. 500-511 2016 ICSI (1) https://doi.org/10.1007/978-3-319-41000-5_50 conf/swarm/2016-1 db/conf/swarm/icsi2016-1.html#TingS16

Yuhui Shi Bio-Inspired Self-Organizing Robotic Systems (Meng, Y. and Jin, Y.; 2011) [Book Review]. 77-80 2012 7 IEEE Comput. Intell. Mag. 4 https://doi.org/10.1109/MCI.2012.2215155 db/journals/cim/cim7.html#Shi12

Zheng Zhou Yuhui Shi Inertia Weight Adaption in Particle Swarm Optimization Algorithm. 71-79 2011 ICSI (1) https://doi.org/10.1007/978-3-642-21515-5_9 conf/swarm/2011-1 db/conf/swarm/icsi2011-1.html#ZhouS11 Yuhui Shi Renato A. Krohling Co-evolutionary particle swarm optimization to solve min-max problems. 1682-1687 2002 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2002.1004495 conf/cec/2002 db/conf/cec/cec2002.html#ShiK02 Renato A. Krohling Helder Knidel Yuhui Shi Solving numerical equations of hydraulic problems using particle swarm optimization. 1688-1690 2002 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2002.1004496 conf/cec/2002 db/conf/cec/cec2002.html#KrohlingKS02 Kirk Arthurs Ellen Barnes Lei Bu Hao Cai 0001 Jinwu Chen Xi Chen 0107 Yonggang Chen Amy Mainville CohnAmy Cohn Ya Shuang Deng Yifan Ding Fangyuan Dong Xueshan Dong Marina A. Epelman Goran Frehse Hui Gao Yifeng Gao 0002 Yinghai Gao Sai Gu An Guo 0001 Xiaoping Guo Shengnan He Jun Steed Huang Xuanjing Huang 0001 Yuwei Huang Yu-Gang Jiang 0001 Zhe Jiang 0004 Tianhui Jiao Erica Klampfl Helder Knidel Renato A. Krohling Atanu Kundu 0002 Dongqi Li Gao Li Lixiang Li 0001 Shaochen Li Xiang Li 0147 Xuandong Li Yangmin Li 0001 Zhiyan Li Yixiu Liang Bo Liu 0019 Feiran Liu Ge Liu Mingde Liu Wenxia Liu Xinning Liu Zhichao Liu Xingjun Ma Yibo Mai Haipeng Peng Xingyu Pu Xipeng Qiu Liang Qu Rajarshi Ray 0001 Daniel Reich Lizheng Ren Weiwei Shan Yang Shen Xin Si Xiao Tan 0001 Yuchen Tang Tiew On Ting Bo Wang 0023 Cunze Wang Guoyu Wang He Wang 0028 Jiawan Wang Xin Wang 0019 Xing Wang Zilong Wang Jiaqi Wei Defa Wu Yali Wu Yuming Wu Jinghua Xiao Lixia Xie Tianzhu Xiong Jun Yang 0006 Mengjie Yang Yajun Yang Yi Yang 0001 Yixian Yang Anran Yin Enea Zaffanella Dabu Zhang Geng Zhang Jingmin Zhang Minghan Zhang Muzimiao Zhang Yiran Zhang Zhaoyang Zhang 0008 Zhican Zhang Wentao Zheng Zheng Zhou Huaisheng Zhu Wenwu Zhu 0001 Zhenhua Zhu