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Sungho Shin

  1. Accelerating Optimal Power Flow with GPUs: SIMD Abstraction of Nonlinear Programs and Condensed-Space Interior-Point Methods
    2023/07/31 by Sungho Shin, Shin, Sungho, François Pacaud +3 · 11 citations
    Computer Science · Engineering · Mathematics · #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Matrix Theory and Algorithms #Numerical methods for differential equations #Optimization and Control (math.OC) #Parallel #Power System Optimization and Stability #and Cluster Computing (cs.DC)
  2. Resiliency of Deep Neural Networks under Quantization
    2015/11/20 by Wonyong Sung, Sungho Shin, Sung, Wonyong +3 · 6 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE)
  3. GPU-accelerated dynamic nonlinear optimization with ExaModels and MadNLP
    2024/03/23 by François Pacaud, Sungho Shin, Pacaud, François +1 · 6 citations
    Engineering · #Advanced Control Systems Optimization #Fault Detection and Control Systems #Control Systems and Identification
  4. Teaching Where to Look: Attention Similarity Knowledge Distillation for Low Resolution Face Recognition
    2022/09/29 by Sungho Shin, Shin, Sungho, Joosoon Lee +7 · 3 citations
    Computer Science · #Biometric Identification and Security #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition #Face recognition and analysis
  5. Block Selection Method for Using Feature Norm in Out-of-distribution Detection
    2022/12/05 by Yeonguk Yu, Sungho Shin, Yu, Yeonguk +7 · 3 citations
    Arts and Humanities · Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Cultural Heritage Materials Analysis #Digital Media Forensic Detection #FOS: Computer and information sciences #Image Processing and 3D Reconstruction
  6. Graph-Based Modeling and Decomposition of Energy Infrastructures
    2020/10/06 by Sungho Shin, Shin, Sungho, Carleton Coffrin +5 · 2 citations
    Engineering · #FOS: Mathematics #Microgrid Control and Optimization #Optimal Power Flow Distribution #Optimization and Control (math.OC) #Real-time simulation and control systems
  7. A Julia Framework for Graph-Structured Nonlinear Optimization
    2022/04/11 by David L. Cole, Cole, David L, Sungho Shin +3 · 2 citations
    Physics and Astronomy · #Complex Network Analysis Techniques #FOS: Mathematics #Optimization and Control (math.OC)
  8. Exploiting GPU/SIMD Architectures for Solving Linear-Quadratic MPC Problems
    2022/09/26 by David R. Cole, Sungho Shin, Cole, David +7 · 2 citations
    Computer Science · Engineering · #Advanced Control Systems Optimization #FOS: Mathematics #Optimization and Control (math.OC) #Parallel Computing and Optimization Techniques #Stability and Control of Uncertain Systems
  9. Parallel Interior-Point Solver for Block-Structured Nonlinear Programs on SIMD/GPU Architectures
    2023/01/12 by François Pacaud, Michel Schanen, Pacaud, François +7 · 2 citations
    Computer Science · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Matrix Theory and Algorithms #Optimization and Control (math.OC) #Parallel Computing and Optimization Techniques
  10. SQWA: Stochastic Quantized Weight Averaging for Improving the Generalization Capability of Low-Precision Deep Neural Networks
    2020/02/02 by Sungho Shin, Yoonho Boo, Shin, Sungho +3 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Machine Learning and Data Classification
  11. S-SGD: Symmetrical Stochastic Gradient Descent with Weight Noise Injection for Reaching Flat Minima
    2020/09/05 by Wonyong Sung, Iksoo Choi, Sung, Wonyong +7 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Stochastic Gradient Optimization Techniques #Machine Learning and ELM
  12. Scalable Multi-Period AC Optimal Power Flow Utilizing GPUs with High Memory Capacities
    2024/05/22 by Sungho Shin, Vishwas Rao, Shin, Sungho +7 · 2 citations
    Engineering · #FOS: Mathematics #High-Voltage Power Transmission Systems #Optimal Power Flow Distribution #Optimization and Control (math.OC) #Power System Optimization and Stability
  13. Curriculum Fine-tuning of Vision Foundation Model for Medical Image Classification Under Label Noise
    2024/11/29 by Yeonguk Yu, Minhwan Ko, Yu, Yeonguk +7 · 2 citations
    Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  14. Condensed Interior-Point Methods for Scalable Nonlinear Programming on GPUs
    2024/05/23 by François Pacaud, Sungho Shin, Pacaud, François +7 · 3 citations
    Computer Science · Mathematics · #Advanced Optimization Algorithms Research #Matrix Theory and Algorithms #Parallel Computing and Optimization Techniques #math.OC
  15. Harnessing GPU Acceleration in Large-Scale Process Optimization
    2026/07/16 by Boxun Huang, David Y. Shu, Michel Schanen +3
    #math.OC