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Zheng Qu
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A network-centric hardware/algorithm co-design to accelerate distributed training of deep neural networks
Y Li, J Park, M Alian, Y Yuan, Z Qu, P Pan, R Wang, A Schwing, ...
2018 51st Annual IEEE/ACM International Symposium on Microarchitecture …, 2018
992018
DOTA: detect and omit weak attentions for scalable transformer acceleration
Z Qu, L Liu, F Tu, Z Chen, Y Ding, Y Xie
Proceedings of the 27th ACM International Conference on Architectural …, 2022
502022
H2learn: High-efficiency learning accelerator for high-accuracy spiking neural networks
L Liang, Z Qu, Z Chen, F Tu, Y Wu, L Deng, G Li, P Li, Y Xie
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021
262021
DUET: Boosting Deep Neural Network Efficiency on Dual-Module Architecture
L Liu, Z Qu, L Deng, F Tu, S Li, X Hu, Z Gu, Y Ding, Y Xie
2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture …, 2020
262020
Efficient tensor core-based GPU kernels for structured sparsity under reduced precision
Z Chen, Z Qu, L Liu, Y Ding, Y Xie
Proceedings of the International Conference for High Performance Computing …, 2021
242021
Dynamic Sparse Attention for Scalable Transformer Acceleration
L Liu, Z Qu, Z Chen, F Tu, Y Ding, Y Xie
IEEE Transactions on Computers, 2022
22*2022
INSPIRE: in-storage private information retrieval via protocol and architecture co-design
J Lin, L Liang, Z Qu, I Ahmad, L Liu, F Tu, T Gupta, Y Ding, Y Xie
Proceedings of the 49th Annual International Symposium on Computer …, 2022
182022
Improving Streaming Graph Processing Performance using Input Knowledge
A Basak, Z Qu, J Lin, AR Alameldeen, Z Chishti, Y Ding, Y Xie
MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture …, 2021
152021
Dynamic n: M fine-grained structured sparse attention mechanism
Z Chen, Z Qu, Y Quan, L Liu, Y Ding, Y Xie
Proceedings of the 28th ACM SIGPLAN Annual Symposium on Principles and …, 2023
112023
ENMC: Extreme Near-Memory Classification via Approximate Screening
L Liu, J Lin, Z Qu, Y Ding, Y Xie
MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture …, 2021
92021
Hardware-Enabled Efficient Data Processing with Tensor-Train Decomposition
Z Qu, L Deng, B Wang, H Chen, J Lin, L Liang, G Li, Z Zhang, Y Xie
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021
62021
ASP-SIFT: Using analog signal processing architecture to accelerate keypoint detection of SIFT algorithm
Z Fan, Z Liu, Z Qu, F Qiao, Q Wei, X Liu, Y Sun, S Xu, H Yang
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 28 (1), 198-211, 2019
42019
SPG: Structure-Private Graph Database via SqueezePIR
L Liang, J Lin, Z Qu, I Ahmad, F Tu, T Gupta, Y Ding, Y Xie
Proceedings of the VLDB Endowment 16 (7), 1615-1628, 2023
32023
Tensor train decomposition for solving large-scale linear equations
H Chen, L Deng, Z Qu, L Liang, T Yan, Y Xie, G Li
Neurocomputing 464, 203-217, 2021
22021
TT-GNN: Efficient On-Chip Graph Neural Network Training via Embedding Reformation and Hardware Optimization
Z Qu, D Niu, S Li, H Zheng, Y Xie
Proceedings of the 56th Annual IEEE/ACM International Symposium on …, 2023
2023
Addressing Data Explosion Issue in Emerging Deep Learning Applications
Z Qu
University of California, Santa Barbara, 2023
2023
DFSSATTEN: Dynamic Fine-grained Structured Sparse Attention Mechanism
Z Chen, L Liu, Y Quan, Z Qu, Y Ding, Y Xie
2021
Efficient Processing of Sparse Tensor Decomposition via Unified Abstraction and PE-interactive Architecture
B Wang, L Deng, Z Qu, S Li, Z Zhang, Y Xie
IEEE Transactions on Computers 71 (2), 266-281, 2021
2021
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