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Myeonggu Kang
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An Energy-Efficient Deep Convolutional Neural Network Training Accelerator for In Situ Personalization on Smart Devices
S Choi, J Sim, M Kang, Y Choi, H Kim, LS Kim
IEEE Journal of Solid-State Circuits 55 (10), 2691-2702, 2020
382020
TrainWare: A memory optimized weight update architecture for on-device convolutional neural network training
S Choi, J Sim, M Kang, LS Kim
Proceedings of the International Symposium on Low Power Electronics and …, 2018
252018
A thermal-aware optimization framework for ReRAM-based deep neural network acceleration
H Shin, M Kang, LS Kim
Proceedings of the 39th International Conference on Computer-Aided Design, 1-9, 2020
242020
S-FLASH: A NAND flash-based deep neural network accelerator exploiting bit-level sparsity
M Kang, H Kim, H Shin, J Sim, K Kim, LS Kim
IEEE Transactions on Computers 71 (6), 1291-1304, 2021
162021
Fault-free: A fault-resilient deep neural network accelerator based on realistic reram devices
H Shin, M Kang, LS Kim
2021 58th ACM/IEEE Design Automation Conference (DAC), 1039-1044, 2021
82021
A framework for accelerating transformer-based language model on ReRAM-based architecture
M Kang, H Shin, LS Kim
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021
82021
A 47.4 µJ/epoch trainable deep convolutional neural network accelerator for in-situ personalization on smart devices
S Choi, J Sim, M Kang, Y Choi, H Kim, LS Kim
2019 IEEE Asian Solid-State Circuits Conference (A-SSCC), 57-60, 2019
72019
OptimStore: In-storage optimization of large scale DNNs with on-die processing
J Kim, M Kang, Y Han, YG Kim, LS Kim
2023 IEEE International Symposium on High-Performance Computer Architecture …, 2023
62023
An energy-efficient processing-in-memory architecture for long short term memory in spin orbit torque mram
K Kim, H Shin, J Sim, M Kang, LS Kim
2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2019
62019
Optimizing adc utilization through value-aware bypass in reram-based dnn accelerator
HC Yun, H Shin, M Kang, LS Kim
2021 58th ACM/IEEE Design Automation Conference (DAC), 1087-1092, 2021
52021
Fault-Free: A Framework for Analysis and Mitigation of Stuck-at-Fault on Realistic ReRAM-Based DNN Accelerators
H Shin, M Kang, LS Kim
IEEE Transactions on Computers, 2022
42022
A framework for area-efficient multi-task BERT execution on ReRAM-based accelerators
M Kang, H Shin, J Shin, LS Kim
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-9, 2021
42021
MGen: A Framework for Energy-Efficient In-ReRAM Acceleration of Multi-Task BERT
M Kang, H Shin, J Kim, LS Kim
IEEE Transactions on Computers, 2023
12023
Enhanced Long Edge First Routing Algorithm and Evaluation in Large-Scale Networks-on-Chip
TV Chu, M Kang, S Fa, K Kise
2017 IEEE 11th International Symposium on Embedded Multicore/Many-core …, 2017
12017
ToEx: Accelerating Generation Stage of Transformer-based Language Models via Token-adaptive Early Exit
M Kang, J Park, H Shin, J Shin, LS Kim
IEEE Transactions on Computers, 2024
2024
Re2fresh: A Framework for Mitigating Read Disturbance in ReRAM-Based DNN Accelerators
H Shin, M Kang, LS Kim
Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided …, 2022
2022
Enhanced Long Edge First Routing Algorithm and Evaluation in Large-Scale Networks-on-Chip
T Van Chu, M Kang, S Fa, K Kise
2017 IEEE 11th International Symposium on Embedded Multicore/Many-core …, 2017
2017
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