2017-06-18 | A New Stochastic Computing Multiplier with Application to Deep Convolutional Neural Networks | Sim, Hyeonuk; Lee, Jongeun | CONFERENCE | 460 |
2021-06-20 | Automated Log-Scale Quantization for Low-Cost Deep Neural Networks | Oh, Sangyun; Sim, Hyeonuk; Lee, Sugil; Lee, Jongeun | CONFERENCE | 324 |
2020-12 | Bitstream-Based Neural Network for Scalable, Efficient, and Accurate Deep Learning Hardware | Sim, Hyeonuk; Lee, Jongeun | ARTICLE | 510 |
2019-09 | Cost-effective stochastic MAC circuits for deep neural networks | Sim, Hyeonuk; Lee, Jongeun | ARTICLE | 565 |
2018-06-24 | DPS: Dynamic Precision Scaling for Stochastic Computing-Based Deep Neural Networks | Sim, Hyeonuk; Kenzhegulov, Saken; Lee, Jongeun | CONFERENCE | 378 |
2016-08 | Efficient High-Level Synthesis for Nested Loops of Nonrectangular Iteration Spaces | Sim, Hyeonuk; Rahman, Atul; Lee, Jongeun | ARTICLE | 979 |
2017-12-11 | FPGA Implementation of Convolutional Neural Network Based on Stochastic Computing | Kim, Daewoo; Moghaddam, Mansureh S.; Moradian, Hossein; Sim, Hyeonuk; Lee, Jongeun; Choi, Kiyoung | CONFERENCE | 352 |
2019-01-21 | Log-quantized stochastic computing for memory and computation efficient DNNs | Sim, Hyeonuk; Lee, Jongeun | CONFERENCE | 476 |
2021-02 | Low-Cost Deep Convolutional Neural Network Acceleration with Stochastic Computing and Quantization | Lee, Jongeun; Sim, Hyeonuk | Doctoral thesis | 2650 |
2016-07 | Mapping imperfect loops to coarse-grained reconfigurable architectures | Sim, Hyeonuk; Lee, Hongsik; Seo, Seongseok; Lee, Jongeun | ARTICLE | 1210 |
2022-12 | MLogNet: A Logarithmic Quantization-Based Accelerator for Depthwise Separable Convolution | Choi, Jooyeon; Sim, Hyeonuk; Oh, Sangyun; Lee, Sugil; Lee, Jongeun | ARTICLE | 627 |
2022-10-23 | Non-Uniform Step Size Quantization for Accurate Post-Training Quantization | Oh, Sangyun; Sim, Hyeonuk; Kim, Jounghyun; Lee, Jongeun | CONFERENCE | 824 |
2017-01-16 | Scalable stochastic-computing accelerator for convolutional neural networks | Sim, Hyeonuk; Nguyen, Dong; Lee, Jongeun; Choi, Kiyoung | CONFERENCE | 358 |
2018-06-24 | Sign-Magnitude SC: Getting 10X Accuracy for Free in Stochastic Computing for Deep Neural Networks | Zhakatayev, Aidyn; Lee, Sugil; Sim, Hyeonuk; Lee, Jongeun | CONFERENCE | 396 |
2020-08-10 | SparTANN: Sparse Training Accelerator for Neural Networks with Threshold-based Sparsification | Sim, Hyeonuk; Choi, Jooyeon; Lee, Jongeun | CONFERENCE | 421 |
2019-06-02 | Successive log quantization for cost-efficient neural networks using stochastic computing | Lee, Sugil; Sim, Hyeonuk; Choi, Jooyeon; Lee, Jongeun | CONFERENCE | 449 |
2019-01-21 | XoMA: Exclusive on-chip memory architecture for energy-efficient deep learning acceleration | Sim, Hyeonuk; Anderson, Jason H.; Lee, Jongeun | CONFERENCE | 389 |