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Accurate Prediction of ReRAM Crossbar Performance Under I-V Nonlinearity and IR Drop

Lee, Sugil , Fouda, Mohammed , Lee, Jongeun , Eltawil, Ahmed , Kurdahi, Fadi

Conference Paper Issue Date2022-10-23 View60

Architecture-Accuracy Co-optimization of ReRAM-based Low-cost Neural Network Processor File

Lee, Segi , Lee, Sugil , Lee, Jongeun , Choi, Jong-Moon , Kwon, Do-Wan , Hong, Seung-Kwang , Kwon, Kee-Won

Conference Paper Issue Date2020-09-07 View94

Automated Log-Scale Quantization for Low-Cost Deep Neural Networks File

Oh, Sangyun , Sim, Hyeonuk , Lee, Sugil , Lee, Jongeun

Conference Paper Issue Date2021-06-20 View69

Double MAC on a DSP: Boosting the Performance of Convolutional Neural Networks on FPGAs File

Lee, Sugil , Kim, Daewoo , Nguyen, Dong , Lee, Jongeun

Article Issue Date2019-05 View119

Efficient Mitigation Methods of Nonidealities in ReRAM-based Deep Neural Network Accelerators File

Lee, Sugil

Thesis Issue Date2024-08 View98

Efficient Sneak Path-aware Training of Binarized Neural Networks for RRAM Crossbar Arrays File File

Lee, Sugil

Thesis Issue Date2019-08 View88

Fast and Low-Cost Mitigation of ReRAM Variability for Deep Learning Applications File

Lee, Sugil , Fouda, Mohammed , Lee, Jongeun , Eltawil, Ahmed , Kurdahi, Fadi

Conference Paper Issue Date2021-10-24 View83

FlexInt: A New Number Format for Robust Sub-8-Bit Neural Network Inference

Hong, Minuk , Sim, Hyeonuk , Lee, Sugil , Lee, Jongeun

Conference Paper Issue Date2024-10-27 View94

IR-QNN Framework: An IR Drop-Aware Offline Training Of Quantized Crossbar Arrays File File

Fouda, Mohammed E. , Lee, Sugil , Lee, Jongeun , Kim, Gun Hwan , Kurdahi, Fadi , Eltawil, Ahmed

Article Issue Date2020-12 View130

Learning to Predict IR Drop with Effective Training for ReRAM-based Neural Network Hardware File

Lee, Sugil , Jung, Giju , Fouda, Mohammed E. , Lee, Jongeun , Eltawil, Ahmed , Kurdahi, Fadi

Conference Paper Issue Date2020-07-20 View61

Mask Technique for Fast and Efficient Training of Binary Resistive Crossbar Arrays File

Fouda, Mohammed E. , Lee, Sugil , Lee, Jongeun , Eltawil, Ahmed , Kurdahi, Fadi

Article Issue Date2019-07 View84

Mitigating The Impact of ReRAM I-V Nonlinearity and IR Drop via Fast Offline Network Training File

Lee, Sugil , Fouda, Mohammed E. , Quan, Chenghao , Lee, Jongeun , Eltawil, Ahmed , Kurdahi, Fadi

Article Issue Date2025-03 View117

MLogNet: A Logarithmic Quantization-Based Accelerator for Depthwise Separable Convolution File

Choi, Jooyeon , Sim, Hyeonuk , Oh, Sangyun , Lee, Sugil , Lee, Jongeun

Article Issue Date2022-12 View203

NTT-PIM: Row-Centric Architecture and Mapping for Efficient Number-Theoretic Transform on PIM File

Park, Jaewoo , Lee, Sugil , Lee, Jongeun

Conference Paper Issue Date2023-07-11 View60

Offline Training-based Mitigation of IR Drop for ReRAM-based Deep Neural Network Accelerators File

Lee, Sugil , Fouda, Mohammed E. , Lee, Jongeun , Eltawil, Ahmed , Kurdahi, Fadi

Article Issue Date2023-02 View122

On-chip memory optimization for high-level synthesis of multi-dimensional data on FPGA File

Kim, Daewoo , Lee, Sugil , Lee, Jongeun

Conference Paper Issue Date2019-01-21 View51

PyAIM: Pynq-Based Scalable Analog In-Memory Computing Prototyping Platform File

Yu, Minsang , Hong, Minuk , Lee, Sugil , Kim, Seungsu , Lee, Jongeun

Conference Paper Issue Date2024-04-22 View57

Sign-Magnitude SC: Getting 10X Accuracy for Free in Stochastic Computing for Deep Neural Networks File

Zhakatayev, Aidyn , Lee, Sugil , Sim, Hyeonuk , Lee, Jongeun

Conference Paper Issue Date2018-06-24 View94

Successive log quantization for cost-efficient neural networks using stochastic computing File

Lee, Sugil , Sim, Hyeonuk , Choi, Jooyeon , Lee, Jongeun

Conference Paper Issue Date2019-06-02 View66

Training-Free Stuck-at Fault Mitigation for ReRAM-based Deep Learning Accelerators File

Quan, Chenghao , Fouda, Mohammed E. , Lee, Sugil , Jung, Giju , Lee, Jongeun , Eltawil, Ahmed , Kurdahi, Fadi

Article Issue Date2023-07 View111

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