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Chenchen Ding (丁辰辰)Ph.D. Student |
Algorithm & Architecture & AI
Biography
I am a first-year Ph.D. Student at the Department of Electrical and Electronic Engineering, the University of Hong Kong (HKU), supervised by Prof. Ngai Wong and Prof. Hao Yu since 2023 Fall. I received B.S. in School of Microelectronics from Southern Univeristy of Science and Technology (SUSTech) in 2023.
Recent News
[2025/02] One paper about RRAM simulation has been attached to arxiv.
[2025/02] One paper has been accepted by DAC 2025 RRAM, thanks Prof. Ngai Wong.
[2024/09] One paper has been accepted by DATE 2025, thanks Prof. Ngai Wong.
[2024/09] One paper has been accepted by ASP-DAC 2025, thanks Prof. Hao Yu.
[2024/03] One paper has been accepted by FCCM 2024, thanks Prof. Hao Yu.
[2024/01] One paper has been accepted by CICC 2024, thanks Dr.Kai Li and Prof. Hao Yu.
Contect
Email: daniel.dchenc [at] gmail.com
Research Interest
Machine-Learning-Driven EDA
DNN Accelerator Architecture Design
Publication
[J1] M. Huang, Y. Luo, C. Ding, Y. Liu and H. Yu. “An Integer-only and Vector-Systolic Accelerator for Efficiently Mapping Vision Transformer on Edge”, IEEE Transactions on Circuits and Systems I: Regular Papers (TCASI) [IF 5.1], 2023
[C8] S. Yang, C. Ding, M. Huang, K. Li, H. Huang, H. Yu, “LAMPS: A Layer-wised Mixed-Precision-and-Sparsity Accelerator for NAS-Optimized CNNs on FPGA ”, IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2024.
[C7] k. Li, H. Huang, M. Huang, C. Ding, et al. “A 29.12 TOPS/W and 1.13 TOPS/mm2 NAS-Optimized Mixed-Precision DNN Accelerator with Vector Split-and-Combination Systolic in 28nm CMOS”, IEEE Custom Integrated Circuits Conference (CICC), 2024
[C6] Z. Wei, T. Wang, C. Ding, et al. “FMTT : Fused Multi-head Transformer with Tensor-compression for 3D Point Clouds Detection on Edge Devices”, Design, Automation and Test in Europe Conference (DATE), 2024
[C5] C. Ding, H. Ren, Z. Guo, et al. “TT-LCD: Tensorized-Transformer based Loop Closure Detection for Robotic Visual SLAM on Edge”, IEEE International Conference on Robotics and Automation (ICARM), 2023
[C4] C. Man, C. Chang, C. Ding, et al. “RankSearch: An Automatic Rank Search towards Optimal Tensor Compression for Video LSTM Networks on the Edge”, Design, Automation and Test in Europe Conference (DATE), 2023
[C3] C. Li, H. Ren, M. Bi, C. Ding, et al. “TLCD: A Transformer based Loop Closure Detection for Robotic Visual SLAM”, IEEE International Conference on Robotics and Automation (ICARM), 2022
[C2] H. Ren, C. Li, X. Zhang, C. Ding, et al. “ATFVO: An Attentive Tensor-compressed LSTM Model with Optical Flow Features for Monocular Visual Odometry”, WRC Symposium on Advanced Robotics and Automation (WRC SARA), 2021, Co-Winner of the Student Best Paper Award
[C1] Y. Yang, H. Ren, C. Li, C. Ding, et al. “An Edge-device Based Fast Fall Detection Using Spatio-temporal Optical Flow Model”, International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021
[P2] “A fall detection method, system and terminal based on DVS data”, CN113660455B, 2023
[P1] “A neural network Compilation method for RISC-V device based on TVM”, CN113626035B, 2022
Education
Ph.D. Student, Department of Electrical and Electronic Engineering, The University of Hong Kong (HKU), Sept/2023 - To present
B.Eng., School of Microelectronics, Southern Univeristy of Science and Technology (SUSTech), Sept/2019 - Jun/2023
Research Experiences
High Performance Integrated Circuit Design Lab, SUSTech Shenzhen, China, Sept. 2021 - Jun. 2023
Software and hardware co-design for deep neural network accelerator
Efficient neural network architecture search
Neural network optimization including tensor decomposition, quantization and pruning
Next Generation AI Lab, The University of Hong Kong Hong Kong, China, Jul. 2023 - To present
Neural Network Accelerator Design
Selected Awards
| Outstanding Graduate of SUSTech, | Jun. 2023 |
| Outstanding Graduation Bachelor Thesis of SUSTech, | Jun. 2023 |
| Nomination Award of University Motto Scholarship(<1% in SUSTech), | Oct. 2022 |
| Frist Prize of Merit Student Scholarship in 2022 (<5% in SUSTech), | Oct. 2022 |
| Merit Student Scholarship of Shenzhen Longsys Electronics Co. (<2.5% in SME of SUSTech), | Dec. 2021 |
| Merit Student Scholarship of Huawei Intelligence Base (<5% in CoE of SUSTech), | Dec. 2021 |
| Frist Prize of Merit Student Scholarship in 2021 (<5% in SUSTech), | Oct. 2021 |
| Frist Prize of Merit Student Scholarship in 2020 (<5% in SUSTech), | Oct. 2020 |