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Siting Liu
Siting Liu
Assistant professor, Shanghaitech University
Dirección de correo verificada de shanghaitech.edu.cn - Página principal
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A survey of stochastic computing neural networks for machine learning applications
Y Liu, S Liu, Y Wang, F Lombardi, J Han
IEEE Transactions on Neural Networks and Learning Systems 32 (7), 2809-2824, 2020
1492020
Energy efficient stochastic computing with Sobol sequences
S Liu, J Han
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 …, 2017
1052017
A stochastic computational multi-layer perceptron with backward propagation
Y Liu, S Liu, Y Wang, F Lombardi, J Han
IEEE Transactions on Computers 67 (9), 1273-1286, 2018
1032018
Toward energy-efficient stochastic circuits using parallel Sobol sequences
S Liu, J Han
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 26 (7 …, 2018
712018
Gradient descent using stochastic circuits for efficient training of learning machines
S Liu, H Jiang, L Liu, J Han
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2018
362018
Introduction to dynamic stochastic computing
S Liu, WJ Gross, J Han
IEEE Circuits and Systems Magazine 20 (3), 19-33, 2020
212020
Hardware ODE solvers using stochastic circuits
S Liu, J Han
Proceedings of the 54th Annual Design Automation Conference 2017, 1-6, 2017
122017
Dynamic stochastic computing for digital signal processing applications
S Liu, J Han
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 604-609, 2020
92020
Special session: Fault-tolerant deep learning: A hierarchical perspective
C Liu, Z Gao, S Liu, X Ning, H Li, X Li
2022 IEEE 40th VLSI Test Symposium (VTS), 1-12, 2022
72022
Restructure-Tolerant Timing Prediction via Multimodal Fusion
Z Wang, S Liu, Y Pu, S Chen, TY Ho, B Yu
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023
62023
Concurrent Sign-off Timing Optimization via Deep Steiner Points Refinement
S Liu, Z Wang, F Liu, Y Lin, B Yu, M Wong
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023
32023
Mitigating distribution shift for congestion optimization in global placement
S Zheng, L Zou, S Liu, Y Lin, B Yu, M Wong
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023
32023
Lay-Net: Grafting Netlist Knowledge on Layout-Based Congestion Prediction
S Zheng, L Zou, P Xu, S Liu, B Yu, M Wong
2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 1-9, 2023
22023
Radically Uniform Spike Trains in Optically Injected Quantum Cascade Oscillators
Y Peng, S Liu, V Kovanis, C Wang
arXiv preprint arXiv:2304.05902, 2023
22023
Delta sigma modulator-based dividers for accurate and low latency stochastic computing systems
X Tang, S Liu, F Niknia, Z Wang, S Liu, P Reviriego, F Lombardi
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 13 (1 …, 2023
22023
Fault-tolerant deep learning: A hierarchical perspective
C Liu, Z Gao, S Liu, X Ning, H Li, X Li
arXiv preprint arXiv:2204.01942, 2022
22022
An energy-efficient binary-interfaced stochastic multiplier using parallel datapaths
Y Zhang, S Liu, J Han, Z Lin, S Wang, X Cheng, G Xie
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2023
12023
Analytical Heterogeneous Die-to-Die 3D Placement with Macros
Y Zhao, P Liao, S Liu, J Jiang, Y Lin, B Yu
arXiv preprint arXiv:2403.09070, 2024
2024
Routing-aware Legal Hybrid Bonding Terminal Assignment for 3D Face-to-Face Stacked ICs
S Liu, J Jiang, Z He, Z Wang, Y Lin, B Yu, M Wong
Proceedings of the 2024 International Symposium on Physical Design, 75-82, 2024
2024
From Multipliers to Integrators: a Survey of Stochastic Computing Primitives
S Liu, JL Rosselló, S Liu, X Tang, J Font-Rosselló, CF Frasser, W Qian, ...
IEEE Transactions on Nanotechnology, 2024
2024
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