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Rui Liu
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A 65nm 4Kb algorithm-dependent computing-in-memory SRAM unit-macro with 2.3 ns and 55.8 TOPS/W fully parallel product-sum operation for binary DNN edge processors
WS Khwa, JJ Chen, JF Li, X Si, EY Yang, X Sun, R Liu, PY Chen, Q Li, ...
2018 IEEE International Solid-State Circuits Conference-(ISSCC), 496-498, 2018
1882018
XNOR-RRAM: A scalable and parallel resistive synaptic architecture for binary neural networks
X Sun, S Yin, X Peng, R Liu, J Seo, S Yu
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2018
1752018
Ultra-low-energy three-dimensional oxide-based electronic synapses for implementation of robust high-accuracy neuromorphic computation systems
B Gao, Y Bi, HY Chen, R Liu, P Huang, B Chen, L Liu, X Liu, S Yu, ...
ACS nano 8 (7), 6998-7004, 2014
1692014
24.5 A twin-8T SRAM computation-in-memory macro for multiple-bit CNN-based machine learning
X Si, JJ Chen, YN Tu, WH Huang, JH Wang, YC Chiu, WC Wei, SY Wu, ...
2019 IEEE International Solid-State Circuits Conference-(ISSCC), 396-398, 2019
1672019
Power-efficient combinatorial optimization using intrinsic noise in memristor Hopfield neural networks
F Cai, S Kumar, T Van Vaerenbergh, X Sheng, R Liu, C Li, Z Liu, M Foltin, ...
Nature Electronics 3 (7), 409-418, 2020
1452020
Experimental characterization of physical unclonable function based on 1 kb resistive random access memory arrays
R Liu, H Wu, Y Pang, H Qian, S Yu
IEEE Electron Device Letters 36 (12), 1380-1383, 2015
1122015
Parallelizing SRAM arrays with customized bit-cell for binary neural networks
R Liu, X Peng, X Sun, WS Khwa, X Si, JJ Chen, JF Li, MF Chang, S Yu
2018 55th ACM/ESDA/IEEE Design Automation Conference (DAC), 1-6, 2018
872018
A twin-8T SRAM computation-in-memory unit-macro for multibit CNN-based AI edge processors
X Si, JJ Chen, YN Tu, WH Huang, JH Wang, YC Chiu, WC Wei, SY Wu, ...
IEEE Journal of Solid-State Circuits 55 (1), 189-202, 2019
862019
Fully parallel RRAM synaptic array for implementing binary neural network with (+ 1,− 1) weights and (+ 1, 0) neurons
X Sun, X Peng, PY Chen, R Liu, J Seo, S Yu
2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 574-579, 2018
832018
A dual-split 6T SRAM-based computing-in-memory unit-macro with fully parallel product-sum operation for binarized DNN edge processors
X Si, WS Khwa, JJ Chen, JF Li, X Sun, R Liu, S Yu, H Yamauchi, Q Li, ...
IEEE Transactions on Circuits and Systems I: Regular Papers 66 (11), 4172-4185, 2019
742019
Analytic model of endurance degradation and its practical applications for operation scheme optimization in metal oxide based RRAM
P Huang, B Chen, YJ Wang, FF Zhang, L Shen, R Liu, L Zeng, G Du, ...
2013 IEEE International electron devices meeting, 22.5. 1-22.5. 4, 2013
612013
Exploiting resistive cross-point array for compact design of physical unclonable function
PY Chen, R Fang, R Liu, C Chakrabarti, Y Cao, S Yu
2015 IEEE International Symposium on Hardware Oriented Security and Trust …, 2015
572015
Optimizing weight mapping and data flow for convolutional neural networks on RRAM based processing-in-memory architecture
X Peng, R Liu, S Yu
2019 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2019
562019
A highly reliable and tamper-resistant RRAM PUF: Design and experimental validation
R Liu, H Wu, Y Pang, H Qian, S Yu
2016 IEEE International Symposium on Hardware Oriented Security and Trust …, 2016
492016
Physical unclonable function exploiting sneak paths in resistive cross-point array
L Gao, PY Chen, R Liu, S Yu
IEEE Transactions on Electron Devices 63 (8), 3109-3115, 2016
472016
Optimizing weight mapping and data flow for convolutional neural networks on processing-in-memory architectures
X Peng, R Liu, S Yu
IEEE Transactions on Circuits and Systems I: Regular Papers 67 (4), 1333-1343, 2019
432019
Optimization of RRAM-based physical unclonable function with a novel differential read-out method
Y Pang, H Wu, B Gao, N Deng, D Wu, R Liu, S Yu, A Chen, H Qian
IEEE Electron Device Letters 38 (2), 168-171, 2017
432017
Investigation of single-bit and multiple-bit upsets in oxide RRAM-based 1T1R and crossbar memory arrays
R Liu, D Mahalanabis, HJ Barnaby, S Yu
IEEE Transactions on Nuclear Science 62 (5), 2294-2301, 2015
372015
Experimental study of plane electrode thickness scaling for 3D vertical resistive random access memory
HY Chen, S Yu, B Gao, R Liu, Z Jiang, Y Deng, B Chen, J Kang, ...
Nanotechnology 24 (46), 465201, 2013
332013
Enhanced phytoremediation of PAHs and cadmium contaminated soils by a Mycobacterium
N Li, R Liu, J Chen, J Wang, L Hou, Y Zhou
Science of the Total Environment 754, 141198, 2021
302021
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