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Ren-Shuo Liu
Ren-Shuo Liu
Verified email at ee.nthu.edu.tw
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Cited by
Year
A 65nm 1Mb nonvolatile computing-in-memory ReRAM macro with sub-16ns multiply-and-accumulate for binary DNN AI edge processors
WH Chen, KX Li, WY Lin, KH Hsu, PY Li, CH Yang, CX Xue, EY Yang, ...
2018 IEEE International Solid-State Circuits Conference-(ISSCC), 494-496, 2018
3572018
24.1 A 1Mb multibit ReRAM computing-in-memory macro with 14.6 ns parallel MAC computing time for CNN based AI edge processors
CX Xue, WH Chen, JS Liu, JF Li, WY Lin, WE Lin, JH Wang, WC Wei, ...
2019 IEEE International Solid-State Circuits Conference-(ISSCC), 388-390, 2019
2842019
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
2482019
15.4 A 22nm 2Mb ReRAM compute-in-memory macro with 121-28TOPS/W for multibit MAC computing for tiny AI edge devices
CX Xue, TY Huang, JS Liu, TW Chang, HY Kao, JH Wang, TW Liu, ...
2020 IEEE International Solid-State Circuits Conference-(ISSCC), 244-246, 2020
2402020
CMOS-integrated memristive non-volatile computing-in-memory for AI edge processors
WH Chen, C Dou, KX Li, WY Lin, PY Li, JH Huang, JH Wang, WC Wei, ...
Nature Electronics 2 (9), 420-428, 2019
2162019
15.5 A 28nm 64Kb 6T SRAM computing-in-memory macro with 8b MAC operation for AI edge chips
X Si, YN Tu, WH Huang, JW Su, PJ Lu, JH Wang, TW Liu, SY Wu, R Liu, ...
2020 IEEE international solid-state circuits conference-(ISSCC), 246-248, 2020
2152020
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
1992019
Optimizing NAND flash-based SSDs via retention relaxation
RS Liu, CL Yang, W Wu
10th USENIX Conference on File and Storage Technologies (FAST), 2012
1962012
15.2 A 28nm 64Kb inference-training two-way transpose multibit 6T SRAM compute-in-memory macro for AI edge chips
JW Su, X Si, YC Chou, TW Chang, WH Huang, YN Tu, R Liu, PJ Lu, ...
2020 IEEE International Solid-State Circuits Conference-(ISSCC), 240-242, 2020
1792020
16.1 A 22nm 4Mb 8b-precision ReRAM computing-in-memory macro with 11.91 to 195.7 TOPS/W for tiny AI edge devices
CX Xue, JM Hung, HY Kao, YH Huang, SP Huang, FC Chang, P Chen, ...
2021 IEEE International Solid-State Circuits Conference (ISSCC) 64, 245-247, 2021
1732021
16.3 A 28nm 384kb 6T-SRAM computation-in-memory macro with 8b precision for AI edge chips
JW Su, YC Chou, R Liu, TW Liu, PJ Lu, PC Wu, YL Chung, LY Hung, ...
2021 IEEE International Solid-State Circuits Conference (ISSCC) 64, 250-252, 2021
1702021
NVM Duet: Unified working memory and persistent store architecture
RS Liu, DY Shen, CL Yang, SC Yu, CYM Wang
19th ACM International Conference on Architectural Support for Programming …, 2014
1412014
A CMOS-integrated compute-in-memory macro based on resistive random-access memory for AI edge devices
CX Xue, YC Chiu, TW Liu, TY Huang, JS Liu, TW Chang, HY Kao, ...
Nature Electronics 4 (1), 81-90, 2021
1262021
A 28nm 1Mb time-domain computing-in-memory 6T-SRAM macro with a 6.6 ns latency, 1241GOPS and 37.01 TOPS/W for 8b-MAC operations for edge-AI devices
PC Wu, JW Su, YL Chung, LY Hong, JS Ren, FC Chang, Y Wu, HY Chen, ...
2022 IEEE International Solid-State Circuits Conference (ISSCC) 65, 1-3, 2022
1112022
Embedded 1-Mb ReRAM-based computing-in-memory macro with multibit input and weight for CNN-based AI edge processors
CX Xue, WH Chen, JS Liu, JF Li, WY Lin, WE Lin, JH Wang, WC Wei, ...
IEEE Journal of Solid-State Circuits 55 (1), 203-215, 2019
952019
A local computing cell and 6T SRAM-based computing-in-memory macro with 8-b MAC operation for edge AI chips
X Si, YN Tu, WH Huang, JW Su, PJ Lu, JH Wang, TW Liu, SY Wu, R Liu, ...
IEEE Journal of Solid-State Circuits 56 (9), 2817-2831, 2021
892021
An 8-Mb DC-current-free binary-to-8b precision ReRAM nonvolatile computing-in-memory macro using time-space-readout with 1286.4-21.6 TOPS/W for edge-AI devices
JM Hung, YH Huang, SP Huang, FC Chang, TH Wen, CI Su, WS Khwa, ...
2022 IEEE International Solid-State Circuits Conference (ISSCC) 65, 1-3, 2022
862022
A 4-Kb 1-to-8-bit configurable 6T SRAM-based computation-in-memory unit-macro for CNN-based AI edge processors
YC Chiu, Z Zhang, JJ Chen, X Si, R Liu, YN Tu, JW Su, WH Huang, ...
IEEE Journal of Solid-State Circuits 55 (10), 2790-2801, 2020
842020
A four-megabit compute-in-memory macro with eight-bit precision based on CMOS and resistive random-access memory for AI edge devices
JM Hung, CX Xue, HY Kao, YH Huang, FC Chang, SP Huang, TW Liu, ...
Nature Electronics 4 (12), 921-930, 2021
762021
A 0.5-V real-time computational CMOS image sensor with programmable kernel for feature extraction
TH Hsu, YR Chen, RS Liu, CC Lo, KT Tang, MF Chang, CC Hsieh
IEEE Journal of Solid-State Circuits 56 (5), 1588-1596, 2020
752020
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