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Showing results 1 to 17 of 17

Issue DateTitleAuthor(s)TypeView
2017-06-18A New Stochastic Computing Multiplier with Application to Deep Convolutional Neural NetworksSim, Hyeonuk; Lee, JongeunCONFERENCE460
2021-06-20Automated Log-Scale Quantization for Low-Cost Deep Neural NetworksOh, Sangyun; Sim, Hyeonuk; Lee, Sugil; Lee, JongeunCONFERENCE324
2020-12Bitstream-Based Neural Network for Scalable, Efficient, and Accurate Deep Learning HardwareSim, Hyeonuk; Lee, JongeunARTICLE510
2019-09Cost-effective stochastic MAC circuits for deep neural networksSim, Hyeonuk; Lee, JongeunARTICLE565
2018-06-24DPS: Dynamic Precision Scaling for Stochastic Computing-Based Deep Neural NetworksSim, Hyeonuk; Kenzhegulov, Saken; Lee, JongeunCONFERENCE378
2016-08Efficient High-Level Synthesis for Nested Loops of Nonrectangular Iteration SpacesSim, Hyeonuk; Rahman, Atul; Lee, JongeunARTICLE979
2017-12-11FPGA Implementation of Convolutional Neural Network Based on Stochastic ComputingKim, Daewoo; Moghaddam, Mansureh S.; Moradian, Hossein; Sim, Hyeonuk; Lee, Jongeun; Choi, KiyoungCONFERENCE352
2019-01-21Log-quantized stochastic computing for memory and computation efficient DNNsSim, Hyeonuk; Lee, JongeunCONFERENCE476
2021-02Low-Cost Deep Convolutional Neural Network Acceleration with Stochastic Computing and QuantizationLee, Jongeun; Sim, HyeonukDoctoral thesis2650
2016-07Mapping imperfect loops to coarse-grained reconfigurable architecturesSim, Hyeonuk; Lee, Hongsik; Seo, Seongseok; Lee, JongeunARTICLE1210
2022-12MLogNet: A Logarithmic Quantization-Based Accelerator for Depthwise Separable ConvolutionChoi, Jooyeon; Sim, Hyeonuk; Oh, Sangyun; Lee, Sugil; Lee, JongeunARTICLE627
2022-10-23Non-Uniform Step Size Quantization for Accurate Post-Training QuantizationOh, Sangyun; Sim, Hyeonuk; Kim, Jounghyun; Lee, JongeunCONFERENCE824
2017-01-16Scalable stochastic-computing accelerator for convolutional neural networksSim, Hyeonuk; Nguyen, Dong; Lee, Jongeun; Choi, KiyoungCONFERENCE358
2018-06-24Sign-Magnitude SC: Getting 10X Accuracy for Free in Stochastic Computing for Deep Neural NetworksZhakatayev, Aidyn; Lee, Sugil; Sim, Hyeonuk; Lee, JongeunCONFERENCE396
2020-08-10SparTANN: Sparse Training Accelerator for Neural Networks with Threshold-based SparsificationSim, Hyeonuk; Choi, Jooyeon; Lee, JongeunCONFERENCE421
2019-06-02Successive log quantization for cost-efficient neural networks using stochastic computingLee, Sugil; Sim, Hyeonuk; Choi, Jooyeon; Lee, JongeunCONFERENCE449
2019-01-21XoMA: Exclusive on-chip memory architecture for energy-efficient deep learning accelerationSim, Hyeonuk; Anderson, Jason H.; Lee, JongeunCONFERENCE389
Showing results 1 to 17 of 17