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update two DATE papers
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# Site Settings
title : "Dongxu Lyu"
description : "4-year Ph.D candidate in School of Electronic Information and Electrical Engineering"
description : "5-year Ph.D candidate in School of Electronic Information and Electrical Engineering"
repository : "lvdongxu/lvdongxu.github.io"
google_scholar_stats_use_cdn : true

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21 changes: 14 additions & 7 deletions _pages/about.md
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- Multi-sensor Perception Acceleration for Autonomous Driving Systems
- Preprocessing: *feature learning network* (DAC'23, TVLSI'24)
- Backbone: *3D sparse convolution* (ICCAD'23)
- Multi-modality Fusion: *BEV perception* (DAC'24 and new one submitted to TCAS-I)
- Multi-modality Fusion: *vision-centric 3D perception* (DAC'24 and TCAS-I'24(under minor revision))
- Postprocessing: *Non-maximum Suppression* (ISCAS'23)
- Data Compression Techniques for High-bandwidth Requirement from Future Neural Networks (TCAS-II'24)
- Hardware/Software Co-Design for Vision/Language Transformer Model (TCAS-I'24)
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# 🔥 News
- *2024.11*:  🎉🎉 One co-authored paper about *Asynchronous Execution in NDP* is accepted by HPCA 2025 (CCF-A). Congratulations to Liyan Chen!!!
- *2024.08*:  🎉🎉 One co-authored paper about *Hardware-oriented Softmax and LayerNorm Optimization* is accepted by Science China Information Sciences (CCF-A). Congratulations to Wenjie Li!!!
- *2024.11*:  🎉🎉 Two co-authored papers about *Efficient SNN and hyper-dimensional computing* are accepted by DATE 2025. Congratulations to Haomin Li!!!
- *2024.11*:  🎉🎉 One co-authored paper about *Asynchronous Execution in NDP* is accepted by HPCA 2025. Congratulations to Liyan Chen!!!
- *2024.08*:  🎉🎉 One co-authored paper about *Hardware-oriented Softmax and LayerNorm Optimization* is accepted by Science China Information Sciences. Congratulations to Wenjie Li!!!
- *2024.07*:  🎉🎉 One co-authored paper about *ViT quantization and accelerator* is accepted by IEEE TCAS-I. Congratulations to Gang Wang !!!
- *2024.03*:  🎉🎉 The preprint version of our DAC'24 paper *DEFA: Deformable Attention Accelerator* is available on [ArXiv](https://arxiv.org/pdf/2403.10913.pdf). Welcome to discuss with us !!
- *2024.02*:  🎉🎉 Our TNANO'24 paper can be early accessed on the [IEEE Xplorer](https://ieeexplore.ieee.org/document/10443589).
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# 📝 Publications

$^{\star}$: me as the project manager; $^{\dagger}$: equal contribution.
$^{\star}$: project manager; $^{\dagger}$: equal contribution.

## Selected Publications

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### Efficient Hardware Accelerators for AI Computing (Jan. 2022 -- Present)
- ``HPCA 2025`` [AsyncDIMM: Achieving Asynchronous Execution in DIMM-Based Near-Memory Processing](), Liyan Chen$^{\star}$, **Dongxu Lyu**$^{\star}$, Jianfei Jiang, Qin Wang, Zhigang Mao, Naifeng Jing, in *2025 International Symposium on Computer Architecture (HPCA)*.
- ``TVLSI 2024`` [M2M: A Fine-Grained Mapping Framework to Accelerate Multiple DNNs on a Multi-Chiplet Architecture](https://ieeexplore.ieee.org/abstract/document/10634307) Jinming Zhang, Xuyan Wang, Yaoyao Ye, **Dongxu Lyu**, Guojie Xiong, Ningyi Xu, Yong Lian and Guanghui He, in *IEEE Transactions on Very Large Scale Integration (VLSI) Systems*.
- ``Science China Information Sciences`` [Hardware-Oriented Algorithms for Softmax and Layer Normalization of Large Language Models](http://scis.scichina.com/en/2024/200404.pdf) Wenjie Li, **Dongxu Lyu**, Gang Wang, Aokun Hu, Ningyi Xu and Guanghui He, in *Science China Information Sciences*.
- ``TCAS-I 2024`` [BSViT: A Bit-Serial Vision Transformer Accelerator Exploiting Dynamic Patch and Weight Bit-Group Quantization](), Gang Wang, Siqi Cai, Wenjie Li, **Dongxu Lyu** and Guanghui He, in *IEEE Transactions on Circuits and Systems I: Regular Papers*.
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- ``DAC 2023`` [FLNA: An Energy-Efficient Point Cloud Feature Learning Accelerator with Dataflow Decoupling](https://ieeexplore.ieee.org/abstract/document/10247674), **Dongxu Lyu**, Zhenyu Li, Yuzhou Chen, Ningyi Xu and Guanghui He, *2023 60th ACM/IEEE Design Automation Conference (DAC)*, San Francisco, CA, USA, 2023, pp. 1-6.
- ``ISCAS 2023`` [O$^3$NMS: An Out-Of-Order-Based Low-Latency Accelerator for Non-Maximum Suppression](https://ieeexplore.ieee.org/abstract/document/10181731), Yuzhou Chen, Jinming Zhang, **Dongxu Lyu**$^{\star}$, Xi Yu and Guanghui He, *2023 IEEE International Symposium on Circuits and Systems (ISCAS)*, Monterey, CA, USA, 2023, pp. 1-5.

### Efficient System-level Design (Apr. 2024 -- Present)
- ``HPCA 2025`` [AsyncDIMM: Achieving Asynchronous Execution in DIMM-Based Near-Memory Processing](), Liyan Chen$^{\star}$, **Dongxu Lyu**$^{\star}$, Jianfei Jiang, Qin Wang, Zhigang Mao, Naifeng Jing, in *2025 International Symposium on Computer Architecture (HPCA)*.

### Efficient AI Computing
- ``DATE 2025`` [TAIL: Exploiting Temporal Asynchronous Execution for Efficient Spiking Neural Networks with Inter-Layer Parallelism](), Haomin Li, Fangxin Liu, Zongwu Wang, **Dongxu Lyu**, Shiyuan Huang, Ning Yang, Qi Sun, Zhuoran Song and Li Jiang, in *Design, Automation {\&} Test in Europe Conference {\&} Exhibition 2025*.
- ``DATE 2025`` [HyperDyn: Dynamic Dimensional Masking forEffcient Hyper-Dimensional Computing](), Fangxin Liu, Haomin Li, Zongwu Wang, **Dongxu Lyu** and Li Jiang, in *Design, Automation {\&} Test in Europe Conference {\&} Exhibition 2025*.

### Emerging Stochastic Computing Techniques for AI Computing (Sep. 2021 -- Present)
- ``TNANO 2024`` [Efficient Parallel Stochastic Computing Multiply-Accumulate (MAC) Technique Using Pseudo-Sobol Bit-Streams](https://ieeexplore.ieee.org/document/10443589), Aokun Hu, Wenjie Li, **Dongxu Lyu** and Guanghui He, in *IEEE Transactions on Nanotechnology*.
- ``NANOARCH 2022`` [An Efficient Stochastic Convolution Accelerator based on Pseudo-Sobol Sequences](https://dl.acm.org/doi/abs/10.1145/3565478.3572543), Aokun Hu, Wenjie Li, **Dongxu Lyu** and Guanghui He, *the 17th ACM International Symposium on Nanoscale Architectures (NANOARCH)*, pp. 1-6. 2022.
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# 🎖 Honors and Awards
- *2024.09* **National Scholarship for Doctoral Students** (Top 0.1%) in SEIEE, Shanghai Jiao Tong University.
- *2021.11* **1st Prize on China Postgraduate IC Innovation Competition (中国研究生创芯大赛)** from Association of Chinese Graduate Education.
- *2020.06* **Shanghai Outstanding Graduate** from Shanghai City.
- *2020.06* **Departmental Excellent Undergraduate Thesis (Department of Micro/Nano Electronics)** from Shanghai Jiao Tong University.
- *2020.06* **Shanghai Outstanding Graduate** (Top 1%) from Shanghai City.
- *2020.06* **Departmental Excellent Undergraduate Thesis (Department of Micro/Nano Electronics)** (Top 5%) from Shanghai Jiao Tong University.
- *2019.09* **Guanghua Scholarship** from Shanghai Jiao Tong University.

# 📖 Educations
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