News
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Chen Nie received his PhD. Congratulations!
May/21/2026
Chen is our group's first PHD who successfully receive his Doctorate degree! Congrat! Dr. Chen.
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Two papers were accepted by ISCA 2026.
March/28/2026
Our work about neurmorphic chip and near-memory processing are accepted by ISCA 2026 (CCF-A).
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Prof. Zhezhi He has been listed among the worldwide top 2% scientists for five consecutive years.
Sep/24/2025
Prof. Zhezhi He has been on the ELSEVIER and Standford University's worldwide TOP2% scientist list for the past five years.
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Building a neuromorphic computing team at Shanghai AI Lab.
Sep/9/2025
Dr. Zhezhi He joins Shanghai AI Lab to build the neuromorphic computing team, spanning from theory, algorithm, AI infra and chip design. We are recuriting talents (researcher, engineer, interns) in this area, please contact Dr. He if you are interested.
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Zhezhi He serves as an Associate Editor of IEEE TCAD.
July/20/2025
Professor Zhezhi starts his editorial work for IEEE TCAD, looking forward to receive the contributions from community in the field of Emerging Technology and Architecture Design & Optimization.
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One paper is accepted by MICRO 2025.
July/15/2025
Our work about RISC-V based Processing-in-Cache is accepted by MICRO 2025 (CCF-A).
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Two papers are accepted by ICCAD 2025.
June/30/2025
One of the publication is about the using reinforcement learning to boost LLM-based Verilog code generation.
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Our paper is a Best Student Paper Award Nominee of IWLS 2025
May/15/2025
Our work about bit-serial based logic compilation is nominated as best student paper award of IWLS.
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Our paper is a Best Paper Award Nominee of DAC 2025 (CCF-A)
May/15/2025
Congrat to our lab's work of PICK, which using SRAM-PIM for KNN acceleration in point cloud, is nominated for best paper award for DAC 2025 (CCF-A).
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Two papers of process-in-memory are accpeted by DAC 2025
Feb/15/2025
Congrat to our lab's work of SRAM-PIM for point cloud and ReRAM-PIM for SNN acceleration that accepted by DAC 2025 (CCF-A).
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Our paper of proposing the law-of-charge-conservation (LoCC) theory in SNN is accepted by CVPR 2025
Feb/15/2025
Congrat to our lab's work of VISTREAM for using LoCC SNN for visual streaming perception is accepted by CVPR 2025 (CCF-A).
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Invited be part of the committee of ICCAD 2025
Feb/8/2025
Zhezhi He will serve as a program committee member for IEEE/ACM International Conference on Computer-Aided Design.
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Work about LLM-based Verilog Generation is Accepted by DATE 2025
Nov/19/2024
Congrat to Yiyao, Fu and Pengju for their work titled "HaVen: Hallucination-Mitigated LLM for Verilog Code Generation Aligned with HDL Engineers" is accepted by DATE 2025
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Work about Compilation for General Purpose PIM is Accepted by TCAD
Nov/9/2024
Congrat to Xinyue for her work titled "A Recursive Partition-Based In-Memory SIMD Computation Scheduler for Memory Footprint Minimization" is accepted by TCAD
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Work about SNN Training is accepted by ECCV 2024
July/2/2024
Congrat to Zekai for his work titled "BKDSNN: Enhancing the Performance of Learning-based Spiking Neural Networks Training with Blurred Knowledge Distillation" is accepted by ECCV 2024
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Work about SNN and LLM are accepted by ICML 2024!
May/2/2024
We have been working on next generation neuromorphic computing and our work about ANN-SNN conversion is accepted by ICML 2024.
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Zhezhi serves as PC member for ICCAD 2024
March/1/2024
Zhezhi He will serve as a program committee member for IEEE/ACM International Conference on Computer-Aided Design.
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Our work about PIM compiler is accepted by DATE 2024!
Nov./8/2023
Congrat to Chenyu for his paper titled "PIMLC$:$ Logic Compiler for Bit-serial Based PIM" which is accepted by DATE 2024.
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Our ICCD-2023 paper receives the best paper nomination!
Oct./15/2023
Our ICCD paper titled "GIM$:$ Versatile GNN Acceleration with Reconfigurable Processing-in-Memory" receives the best paper nomination!
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Our collabrated paper about 1T4R high-density ReRAM is accepted by Nature Communication
Sep./24/2023
Our collabrated work with Dr. Rui Yang's group is accepted by Nature Communication is officially online. This work is about the low-temperature integration of ReRAM and 2D material MoS_2 as 1T4R high density memory cell.
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Two papers are accepted by ICCD 2023
Aug./25/2023
Congrat to Chen Nie and Chenyang Lv for their papers about PIM for GNN and GPT for logic synthesis (AI4EDA) which are accepted by ICCD 2023.
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One paper of processing-in-memory accept by IEEE Transaction on Computers (TC)
June/1/2023
ICRG has one paper titled "VSPIM, SRAM Processing-in-Memory DNN Acceleration via Vector-Scalar Operations" accpeted by IEEE Transcations on Computers.
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Zhezhi serves as PC member for ICCAD 2023
March/1/2023
Zhezhi He will serve as a program committee member for IEEE/ACM International Conference on Computer-Aided Design.
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One project is funded by Ministry of Science and Technology of China
Oct/1/2022
ICRG get one project working on the Neuromorphic Computing is funded by the Ministry of Science and Technology. Dr. Zhezhi He is the Co-PI of this project.
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Zhezhi serves as PC member for DAC 2023
Oct./1/2022
Zhezhi He will serve as a program committee member for design automation conference.
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Zhezhi serves as PC member for ICCAD 2022
March/5/2022
Zhezhi He will serve as a program committee member for 2022 IEEE/ACM International Conference on Computer-Aided Design.
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Best Paper Award from DATE 2022
Feb./5/2022
Our paper titled "Self-Terminated Write of Multi-Level Cell ReRAM for Efficient Neuromorphic Computing" receives Best Paper Award from DATE 2022.
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Zhezhi serves as PC member for GLSVLSI 2022
Feb/2/2022
Zhezhi He will serve as a program committee member for 32nd ACM Great Lakes Symposium on VLSI.
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Zhezhi serves as TPC for DAC 2022
Oct./1/2021
Zhezhi He will serve as a technical program committee member for design automation conference 2022.
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ICRG receives funding from NSFC
Aug./20/2021
First NSFC funding of ICRG to conduct research about cross-layer design and optimization of versatile process-in-memory system.
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Zhezhi serves as TPC and session chair for ICCAD 2021
May/24/2021
Zhezhi He will serve as a TPC member for 40th International Conference On Computer Aided Design (ICCAD) 2021.
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One paper accepted by GLSVLSI-2021.
Apr./12/2021
Congratulation to Nie Chen for his first publication as a senior undergraduate student. The paper's title is "Energy-Efficient Hybrid-RAM with Hybrid Bit-Serial Based VMM Support", working on novel in-memory computing micro-architecture design.
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One paper accepted by CVPR-2021 (CCF-A).
Mar./1/2021
One paper working on the fast domain adaption is accepted by the CVPR-2020, whose title is "KSM-Fast Multiple Task Adaption via Kernel-wise Soft Mask Learning".
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One paper accepted by DAC-2021 (CCF-A).
Feb./20/2021
In this work, we propose a ReRAM-based accelerator for graph neural network inference with specific optimization on load-balance.
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One paper accepted by MobiCom-2021 (CCF-A).
Feb./2/2021
This paper propose a framework to support edge-cloud collabrative computing for mobile vision task, which is collabrated between Ruguster Univeristy, SJTU, Google, Nvidia, Microsoft, USTC.
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Zhezhi is awarded with Explore-X talent project (¥450K)
Dec./22/2020
Zhezhi He receives the ¥450K from Explore-X fundation to support his research in neuromorphic computing and machine learning for EDA.
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One paper accepted by DATE 2021
Nov./14/2020
One paper working on the adversarial weight attack detection and accuracy recovery has been accpetd by Design, Automation, and Test in Europe (DATE) 2021.
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Zhezhi serves as TPC for DAC 2021
Oct./20/2020
Zhezhi He will serve as a TPC member for 58th Design Automation Conference (DAC) 2021.
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Zhezhi joins Shanghai Jiao Tong University as a tenure-track assistant professor
Oct./5/2020
Zhezhi He has joined Department of Computer Science and Engineering in Shanghai Jiao Tong Univeristy as a tenure-track assistant professor.
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Zhezhi has successfully defended his Ph.D. dissertation
July/7/2020
Zhezhi's Ph.D. dissertation titled "Efficient and Secure Deep Learning Inference System, A Software and Hardware Co-design Perspective" is successfully defended.
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Zhezhi receives the Engineering Graduate Fellowship
May/4/2020
Zhezhi has been awarded Engineering Graduate Fellowship in recognition of his extraordinary academic achievements.
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Zhezhi receives the University Graduate Fellowship (UGF)
Apr./23/2020
Zhezhi has been awarded University Graduate Fellowship (UGF) due to his excellent academic performance. He is the only UGF award receipent for school of Electrical, Computer, Engery Engineering (ECEE) at Arizona State University (ASU).
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Two paper are accepted by DAC-2020
Feb./27/2020
One paper is focus on defending the bit-flip based adversarial weight attack via weight reconstruction technique. Another one is to leverage the group lasso based non-uniform pruning to construct dynamic neural network, which could trade-off the inference accuracy and latency of running hardware on-the-fly.
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Two paper about ML security are accepted by CVPR-2020
Feb./23/2020
Two papers focuses on the bit-flip based adversarial weight attack are accepted by the CVPR-2020. One is about the defense such adversarial weight attack using binarization-aware training. Another is using insert bit-flip based paraemter Trojan, which is known as Trojan attack and backdoor attack.