Win-San Khwa

15.3 A 351TOPS/W and 372.4GOPS Compute-in-Memory SRAM Macro in 7nm FinFET CMOS for Machine-Learning Applications

Qing Dong, Mahmut E. Sinangil, Burak Erbagci et al. · 2020 · 310 citations

Machine-learning Applications, Engineering, Vlsi Design +18

A 65nm 4Kb algorithm-dependent computing-in-memory SRAM unit-macro with 2.3ns and 55.8TOPS/W fully parallel product-sum operation for binary DNN edge processors

Win-San Khwa, Jiajing Chen, Jiafang Li et al. · 2018 · 240 citations

Engineering, Computer Architecture, Multi-channel Memory Architecture +18

16.1 A 22nm 4Mb 8b-Precision ReRAM Computing-in-Memory Macro with 11.91 to 195.7TOPS/W for Tiny AI Edge Devices

Cheng-Xin Xue, Je-Min Hung, Hui-Yao Kao et al. · 2021 · 174 citations

Engineering, Energy Efficiency, Emerging Memory Technology +21

A 7-nm Compute-in-Memory SRAM Macro Supporting Multi-Bit Input, Weight and Output and Achieving 351 TOPS/W and 372.4 GOPS

Mahmut E. Sinangil, Burak Erbagci, Rawan Naous et al. · IEEE Journal of Solid-State Circuits · 2020 · 158 citations

Engineering, Vlsi Design, Computer Architecture +20

A Dual-Split 6T SRAM-Based Computing-in-Memory Unit-Macro With Fully Parallel Product-Sum Operation for Binarized DNN Edge Processors

Xin Si, Meng‐Fan Chang, Win-San Khwa et al. · IEEE Transactions on Circuits and Systems I Regular Papers · 2019 · 147 citations

Artificial Intelligence, Engineering, Advanced Computing +17