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Near-Optimal Distributed Linear-Quadratic Regulator for Networked Systems



Sungho Shin , Yiheng Lin , Guannan Qu , Adam Wierman , Mihai Anitescu


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Object Detection for Understanding Assembly Instruction Using Context-aware Data Augmentation and Cascade Mask R-CNN



Joosoon Lee , Seongju Lee , Seunghyeok Back , Sungho Shin , Kyoobin Lee

* 5 pages, 7 figures, Technical Report 

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Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks



Yoonho Boo , Sungho Shin , Jungwook Choi , Wonyong Sung


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Multiple Classification with Split Learning



Jongwon Kim , Sungho Shin , Yeonguk Yu , Junseok Lee , Kyoobin Lee


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S-SGD: Symmetrical Stochastic Gradient Descent with Weight Noise Injection for Reaching Flat Minima



Wonyong Sung , Iksoo Choi , Jinhwan Park , Seokhyun Choi , Sungho Shin


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Quantized Neural Networks: Characterization and Holistic Optimization



Yoonho Boo , Sungho Shin , Wonyong Sung


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Overlapping Schwarz Decomposition for Nonlinear Optimal Control



Sen Na , Sungho Shin , Mihai Anitescu , Victor M. Zavala

* 14 pages 

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Unifying Theorems for Subspace Identification and Dynamic Mode Decomposition



Sungho Shin , Qiugang Lu , Victor M. Zavala


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