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Journal Articles
- 2024
[j18]Kyu-Ho Lee, Dongseok Kwon, In-Seok Lee, Joon Hwang, Jiseong Im, Jong-Ho Bae, Woo Young Choi, Sung Yun Woo, Jong-Ho Lee:
Si-Based Dual-Gate Field-Effect Transistor Array for Low-Power On-Chip Trainable Hardware Neural Networks. Adv. Intell. Syst. 6(1) (2024)- [j17]JongHyun Ko, Dongseok Kwon, Joon Hwang, Kyu-Ho Lee, Seongbin Oh, Jeonghyun Kim, Jiseong Im, Ryun-Han Koo, Jae-Joon Kim, Jong-Ho Lee
:
SNNSim: Investigation and Optimization of Large-Scale Analog Spiking Neural Networks Based on Flash Memory Devices. Adv. Intell. Syst. 6(4) (2024) - [j16]Jangsaeng Kim, Wonjun Shin, Jiyong Yim, Dongseok Kwon, Daewoong Kwon, Jong-Ho Lee:
Toward Optimized In-Memory Reinforcement Learning: Leveraging 1/f Noise of Synaptic Ferroelectric Field-Effect-Transistors for Efficient Exploration. Adv. Intell. Syst. 6(6) (2024) - 2023
- [j15]Wonjun Shin, Kyung Kyu Min, Jong-Ho Bae, Jaehyeon Kim, Ryun-Han Koo, Dongseok Kwon, Jae-Joon Kim, Daewoong Kwon, Jong-Ho Lee:
1/f Noise in Synaptic Ferroelectric Tunnel Junction: Impact on Convolutional Neural Network. Adv. Intell. Syst. 5(6) (2023) - [j14]Dongseok Kwon, Eun Chan Park, Wonjun Shin, Ryun-Han Koo, Joon Hwang, Jong-Ho Bae, Daewoong Kwon, Jong-Ho Lee:
Analog Synaptic Devices Based on IGZO Thin-Film Transistors with a Metal-Ferroelectric-Metal-Insulator-Semiconductor Structure for High-Performance Neuromorphic Systems. Adv. Intell. Syst. 5(12) (2023) - 2022
- [j13]Seongbin Oh, Dongseok Kwon, Gyuho Yeom, Won-Mook Kang, Soochang Lee, Sung Yun Woo, Jaehyeon Kim, Jong-Ho Lee:
Neuron Circuits for Low-Power Spiking Neural Networks Using Time-To-First-Spike Encoding. IEEE Access 10: 24444-24455 (2022) - [j12]Jiseong Im, Jaehyeon Kim, Honam Yoo, Jong-Won Baek, Dongseok Kwon, Seongbin Oh, Jangsaeng Kim, Joon Hwang, Byung-Gook Park, Jong-Ho Lee:
On-Chip Trainable Spiking Neural Networks Using Time-To-First-Spike Encoding. IEEE Access 10: 31263-31272 (2022) - [j11]Sung-Tae Lee, Hyeongsu Kim, Honam Yoo, Dongseok Kwon, Jong-Ho Lee:
Novel, parallel and differential synaptic architecture based on NAND flash memory for high-density and highly-reliable binary neural networks. Neurocomputing 498: 1-13 (2022) - 2021
- [j10]Won-Mook Kang, Dongseok Kwon, Sung Yun Woo, Soochang Lee, Honam Yoo, Jangsaeng Kim, Byung-Gook Park, Jong-Ho Lee:
Hardware-Based Spiking Neural Network Using a TFT-Type AND Flash Memory Array Architecture Based on Direct Feedback Alignment. IEEE Access 9: 73121-73132 (2021) - [j9]Seongbin Oh, Soochang Lee, Sung Yun Woo, Dongseok Kwon, Jiseong Im, Joon Hwang, Jong-Ho Bae, Byung-Gook Park, Jong-Ho Lee:
Spiking Neural Networks With Time-to-First-Spike Coding Using TFT-Type Synaptic Device Model. IEEE Access 9: 78098-78107 (2021) - [j8]Hyungyo Kim, Joon Hwang, Dongseok Kwon, Jangsaeng Kim, Min-Kyu Park, Jiseong Im, Byung-Gook Park, Jong-Ho Lee:
Direct Gradient Calculation: Simple and Variation-Tolerant On-Chip Training Method for Neural Networks. Adv. Intell. Syst. 3(8): 2100064 (2021) - [j7]Hyungyo Kim, Joon Hwang, Dongseok Kwon, Jangsaeng Kim, Min Kyu Park, Jiseong Im, Byung-Gook Park, Jong-Ho Lee:
Direct Gradient Calculation: Simple and Variation-Tolerant On-Chip Training Method for Neural Networks. Adv. Intell. Syst. 3(8): 2170059 (2021) - [j6]Jangsaeng Kim, Dongseok Kwon, Sung Yun Woo, Won-Mook Kang, Soochang Lee, Seongbin Oh, Chul-Heung Kim, Jong-Ho Bae, Byung-Gook Park, Jong-Ho Lee:
Hardware-based spiking neural network architecture using simplified backpropagation algorithm and homeostasis functionality. Neurocomputing 428: 153-165 (2021) - [j5]Jangsaeng Kim, Dongseok Kwon, Sung Yun Woo, Won-Mook Kang, Soochang Lee, Seongbin Oh, Chul-Heung Kim, Jong-Ho Bae, Byung-Gook Park, Jong-Ho Lee:
On-chip trainable hardware-based deep Q-networks approximating a backpropagation algorithm. Neural Comput. Appl. 33(15): 9391-9402 (2021) - 2020
- [j4]Sung-Tae Lee, Dongseok Kwon, Hyeongsu Kim, Honam Yoo, Jong-Ho Lee:
NAND Flash Based Novel Synaptic Architecture for Highly Robust and High-Density Quantized Neural Networks With Binary Neuron Activation of (1, 0). IEEE Access 8: 114330-114339 (2020) - [j3]Sung Yun Woo, Dongseok Kwon, Nagyong Choi, Won-Mook Kang, Young-Tak Seo, Min Kyu Park, Jong-Ho Bae, Byung-Gook Park, Jong-Ho Lee:
Low-Power and High-Density Neuron Device for Simultaneous Processing of Excitatory and Inhibitory Signals in Neuromorphic Systems. IEEE Access 8: 202639-202647 (2020) - [j2]Hyeongsu Kim, Jong-Ho Bae, Suhwan Lim, Sungtae Lee, Young-Tak Seo, Dongseok Kwon, Byung-Gook Park, Jong-Ho Lee:
Efficient precise weight tuning protocol considering variation of the synaptic devices and target accuracy. Neurocomputing 378: 189-196 (2020) - 2019
- [j1]Suhwan Lim, Jong-Ho Bae, Jai-Ho Eum, Sungtae Lee, Chul-Heung Kim, Dongseok Kwon, Byung-Gook Park, Jong-Ho Lee:
Adaptive learning rule for hardware-based deep neural networks using electronic synapse devices. Neural Comput. Appl. 31(11): 8101-8116 (2019)
Conference and Workshop Papers
- 2024
- [c5]George Higgins Hutchinson, Ethan Sifferman, Tinish Bhattacharya, Dongseok Kwon, Dmitri B. Strukov:
FPIA: Field-Programmable Ising Arrays with In-Memory Computing. ISLPED 2024: 1-6 - 2022
- [c4]Honam Yoo, Jong-Won Back, Nam-Hun Kim, Dongseok Kwon, Byung-Gook Park, Jong-Ho Lee:
First Demonstration of 1-bit Erase in Vertical NAND Flash Memory. VLSI Technology and Circuits 2022: 304-305 - 2019
- [c3]Jong-Ho Lee, Yoohyun Noh, Hyeongsu Kim, Jangsaeng Kim, Jong-Ho Bae, Sung Yun Woo, Sungtae Lee, Suhwan Lim, Won-Mook Kang, Young-Tak Seo, Soochang Lee, Dongseok Kwon, Seongbin Oh:
Review of candidate devices for neuromorphic applications. ESSDERC 2019: 22-27 - [c2]Suhwan Lim, Dongseok Kwon, Sungtae Lee, Hyeongsu Kim, Jong-Ho Bae, Jong-Ho Lee:
Investigation of Neural Networks Using Synapse Arrays Based on Gated Schottky Diodes. IJCNN 2019: 1-8 - 2018
- [c1]Suhwan Lim, Jong-Ho Bae, Jai-Ho Eum, Sungtae Lee, Chul-Heung Kim, Dongseok Kwon, Jong-Ho Lee:
Hardware-based Neural Networks using a Gated Schottky Diode as a Synapse Device. ISCAS 2018: 1-5
Informal and Other Publications
- 2021
- [i2]Sung Yun Woo, Dongseok Kwon, Byung-Gook Park, Jong-Ho Lee, Jong-Ho Bae:
Pulse-Width Modulation Neuron Implemented by Single Positive-Feedback Device. CoRR abs/2108.09954 (2021) - 2020
- [i1]Seongbin Oh, Dongseok Kwon, Gyuho Yeom, Won-Mook Kang, Soochang Lee, Sung Yun Woo, Jangsaeng Kim, Min Kyu Park, Jong-Ho Lee:
Hardware Implementation of Spiking Neural Networks Using Time-To-First-Spike Encoding. CoRR abs/2006.05033 (2020)
Coauthor Index
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