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Ling Liang
Ling Liang
Verified email at pku.edu.cn
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Year
Hygcn: A gcn accelerator with hybrid architecture
M Yan, L Deng, X Hu, L Liang, Y Feng, X Ye, Z Zhang, D Fan, Y Xie
2020 IEEE International Symposium on High Performance Computer Architectureá…, 2020
2752020
Rethinking the performance comparison between SNNS and ANNS
L Deng, Y Wu, X Hu, L Liang, Y Ding, G Li, G Zhao, P Li, Y Xie
Neural networks 121, 294-307, 2020
2162020
Deepsniffer: A dnn model extraction framework based on learning architectural hints
X Hu, L Liang, S Li, L Deng, P Zuo, Y Ji, X Xie, Y Ding, C Liu, T Sherwood, ...
Proceedings of the Twenty-Fifth International Conference on Architecturalá…, 2020
148*2020
Tianjic: A unified and scalable chip bridging spike-based and continuous neural computation
L Deng, G Wang, G Li, S Li, L Liang, M Zhu, Y Wu, Z Yang, Z Zou, J Pei, ...
IEEE Journal of Solid-State Circuits 55 (8), 2228-2246, 2020
1082020
Spacea: Sparse matrix vector multiplication on processing-in-memory accelerator
X Xie, Z Liang, P Gu, A Basak, L Deng, L Liang, X Hu, Y Xie
2021 IEEE International Symposium on High-Performance Computer Architectureá…, 2021
622021
Comprehensive snn compression using admm optimization and activity regularization
L Deng, Y Wu, Y Hu, L Liang, G Li, X Hu, Y Ding, P Li, Y Xie
IEEE transactions on neural networks and learning systems, 2021
582021
Crossbar-aware neural network pruning
L Liang, L Deng, Y Zeng, X Hu, Y Ji, X Ma, G Li, Y Xie
IEEE Access 6, 58324-58337, 2018
572018
Exploring adversarial attack in spiking neural networks with spike-compatible gradient
L Liang, X Hu, L Deng, Y Wu, G Li, Y Ding, P Li, Y Xie
IEEE transactions on neural networks and learning systems, 2021
522021
A 28nm 29.2 TFLOPS/W BF16 and 36.5 TOPS/W INT8 reconfigurable digital CIM processor with unified FP/INT pipeline and bitwise in-memory booth multiplication for cloud deepá…
F Tu, Y Wang, Z Wu, L Liang, Y Ding, B Kim, L Liu, S Wei, Y Xie, S Yin
2022 IEEE International Solid-State Circuits Conference (ISSCC) 65, 1-3, 2022
452022
TETRIS: Tile-matching the tremendous irregular sparsity
Y Ji, L Liang, L Deng, Y Zhang, Y Zhang, Y Xie
Advances in neural information processing systems 31, 2018
392018
A 28nm 15.59 ÁJ/token full-digital bitline-transpose CIM-based sparse transformer accelerator with pipeline/parallel reconfigurable modes
F Tu, Z Wu, Y Wang, L Liang, L Liu, Y Ding, L Liu, S Wei, Y Xie, S Yin
2022 IEEE International Solid-State Circuits Conference (ISSCC) 65, 466-468, 2022
312022
Rubik: A hierarchical architecture for efficient graph neural network training
X Chen, Y Wang, X Xie, X Hu, A Basak, L Liang, M Yan, L Deng, Y Ding, ...
IEEE Transactions on Computer-Aided Design of Integrated Circuits andá…, 2021
312021
Practical attacks on deep neural networks by memory trojaning
X Hu, Y Zhao, L Deng, L Liang, P Zuo, J Ye, Y Lin, Y Xie
IEEE Transactions on Computer-Aided Design of Integrated Circuits andá…, 2020
292020
SemiMap: A semi-folded convolution mapping for speed-overhead balance on crossbars
L Deng, L Liang, G Wang, L Chang, X Hu, X Ma, L Liu, J Pei, G Li, Y Xie
IEEE Transactions on Computer-Aided Design of Integrated Circuits andá…, 2018
202018
Sealing neural network models in encrypted deep learning accelerators
P Zuo, Y Hua, L Liang, X Xie, X Hu, Y Xie
2021 58th ACM/IEEE Design Automation Conference (DAC), 1255-1260, 2021
19*2021
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 andá…, 2021
182021
Effective and efficient batch normalization using a few uncorrelated data for statistics estimation
Z Chen, L Deng, G Li, J Sun, X Hu, L Liang, Y Ding, Y Xie
IEEE Transactions on Neural Networks and Learning Systems 32 (1), 348-362, 2020
162020
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 Computerá…, 2022
142022
Scalecert: Scalable certified defense against adversarial patches with sparse superficial layers
H Han, K Xu, X Hu, X Chen, L Liang, Z Du, Q Guo, Y Wang, Y Chen
Advances in Neural Information Processing Systems 34, 28169-28181, 2021
122021
Sdp: Co-designing algorithm, dataflow, and architecture for in-sram sparse nn acceleration
F Tu, Y Wang, L Liang, Y Ding, L Liu, S Wei, S Yin, Y Xie
IEEE Transactions on Computer-Aided Design of Integrated Circuits andá…, 2022
112022
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