Sungho Shin

IEEE Trans. Autom. Control., 2023

Probability propagation for faster and efficient point cloud segmentation using a neural network.

[BibT_eX]

[DOI]

Pattern Recognit. Lett., 2023

Accelerating Optimal Power Flow with GPUs: SIMD Abstraction of Nonlinear Programs and Condensed-Space Interior-Point Methods.

[BibT_eX]

[DOI]

François Pacaud

CoRR, 2023

INSTA-BEEER: Explicit Error Estimation and Refinement for Fast and Accurate Unseen Object Instance Segmentation.

[BibT_eX]

[DOI]

CoRR, 2023

Enhancing Low-resolution Face Recognition with Feature Similarity Knowledge Distillation.

[BibT_eX]

[DOI]

Yeonguk Yu

Kyoobin Lee

CoRR, 2023

Block Selection Method for Using Feature Norm in Out-of-Distribution Detection.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Constrained Policy Optimization for Stochastic Optimal Control under Nonstationary Uncertainties<sup>*</sup>.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2023

Graph-Structured Nonlinear Programming: Properties and Algorithms.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2023

Exploiting GPU/SIMD Architectures for Solving Linear-Quadratic MPC Problems<sup>*</sup>.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2023

2022

On the Convergence of Overlapping Schwarz Decomposition for Nonlinear Optimal Control.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2022

Exponential Decay of Sensitivity in Graph-Structured Nonlinear Programs.

[BibT_eX]

[DOI]

SIAM J. Optim., 2022

A graph-based modeling abstraction for optimization: concepts and implementation in Plasmo.jl.

[BibT_eX]

[DOI]

Jordan Jalving

Math. Program. Comput., 2022

Scalable Primal Decomposition Schemes for Large-Scale Infrastructure Networks.

[BibT_eX]

[DOI]

CoRR, 2022

Near-Optimal Performance of Stochastic Predictive Control.

[BibT_eX]

[DOI]

Sen Na

CoRR, 2022

LightTrader : World's first AI-enabled High-Frequency Trading Solution with 16 TFLOPS / 64 TOPS Deep Learning Inference Accelerators.

[BibT_eX]

[DOI]

Proceedings of the 2022 IEEE Hot Chips 34 Symposium, 2022

Teaching Where to Look: Attention Similarity Knowledge Distillation for Low Resolution Face Recognition.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2022, 2022

2021

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

[BibT_eX]

[DOI]

CoRR, 2021

Robust Skin Disease Classification by Distilling Deep Neural Network Ensemble for the Mobile Diagnosis of Herpes Zoster.

[BibT_eX]

[DOI]

IEEE Access, 2021

Selection of Class-conditional Filters for Semantic Shifted OOD Detection.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on Ubiquitous Robots, 2021

SQWA: Stochastic Quantized Weight Averaging For Improving The Generalization Capability Of Low-Precision Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2021

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

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Decentralized Schemes With Overlap for Solving Graph-Structured Optimization Problems.

[BibT_eX]

[DOI]

IEEE Trans. Control. Netw. Syst., 2020

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

[BibT_eX]

[DOI]

CoRR, 2020

Overlapping Schwarz Decomposition for Nonlinear Optimal Control.

[BibT_eX]

[DOI]

CoRR, 2020

Unifying Theorems for Subspace Identification and Dynamic Mode Decomposition.

[BibT_eX]

[DOI]

Qiugang Lu

CoRR, 2020

On the Convergence of the Dynamic Inner PCA Algorithm.

[BibT_eX]

[DOI]

CoRR, 2020

Characterizing the Predictive Accuracy of Dynamic Mode Decomposition for Data-Driven Control.

[BibT_eX]

[DOI]

Qiugang Lu

CoRR, 2020

Multiple Classification with Split Learning.

[BibT_eX]

[DOI]

Proceedings of the SMA 2020: The 9th International Conference on Smart Media and Applications, Jeju, Republic of Korea, September 17, 2020

Knowledge Distillation for Optimization of Quantized Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE Workshop on Signal Processing Systems, 2020

Quantized Neural Networks: Characterization and Holistic Optimization.

[BibT_eX]

[DOI]

Proceedings of the IEEE Workshop on Signal Processing Systems, 2020

Automatic Detection and Identification of Fasteners with Simple Visual Calibration using Synthetic Data.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE International Conference on Emerging Technologies and Factory Automation, 2020

Overlapping Schwarz Decomposition for Constrained Quadratic Programs.

[BibT_eX]

[DOI]

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

HLHLp: Quantized Neural Networks Training for Reaching Flat Minima in Loss Surface.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

A Hierarchical Optimization Architecture for Large-Scale Power Networks.

[BibT_eX]

[DOI]

IEEE Trans. Control. Netw. Syst., 2019

Scalable nonlinear programming framework for parameter estimation in dynamic biological system models.

[BibT_eX]

[DOI]

Ophelia S. Venturelli

PLoS Comput. Biol., 2019

Empirical Analysis of Knowledge Distillation Technique for Optimization of Quantized Deep Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2019

Implementation of Research Data Platform: in the Perspective of Data Transfer.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Ubiquitous and Future Networks, 2019

Workload-aware Automatic Parallelization for Multi-GPU DNN Training.

[BibT_eX]

[DOI]

Youngmin Jo

Jungwook Choi

Swagath Venkataramani

Vijayalakshmi Srinivasan

Proceedings of the IEEE International Conference on Acoustics, 2019

Memorization Capacity of Deep Neural Networks under Parameter Quantization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

A Parallel Decomposition Scheme for Solving Long-Horizon Optimal Control Problems.

[BibT_eX]

[DOI]

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

2018

Fully Neural Network Based Speech Recognition on Mobile and Embedded Devices.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

2017

Fixed-point optimization of deep neural networks with adaptive step size retraining.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

2016

Quantized neural network design under weight capacity constraint.

[BibT_eX]

[DOI]

CoRR, 2016

Generative Transfer Learning between Recurrent Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2016

FPGA-Based Low-Power Speech Recognition with Recurrent Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Workshop on Signal Processing Systems, 2016

Optimizing HBase table scheme for marketing strategy suggestion.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Knowledge and Smart Technology, 2016

Dynamic hand gesture recognition for wearable devices with low complexity recurrent neural networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2016

Fixed-point performance analysis of recurrent neural networks.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

Finding hidden relevant documents buried in scientific documents by terminological paraphrases.

[BibT_eX]

[DOI]

Multim. Tools Appl., 2015

Building a Business Knowledge Base by a Supervised Learning and Rule-Based Method.

[BibT_eX]

[DOI]

Hanmin Jung

Mun Yong Yi

KSII Trans. Internet Inf. Syst., 2015

Resiliency of Deep Neural Networks under Quantization.

[BibT_eX]

[DOI]

CoRR, 2015

Design of Marketing Scenario Planning Based on Business Big Data Analysis.

[BibT_eX]

[DOI]

Proceedings of the HCI in Business - Second International Conference, 2015

A Social Network Service-based Disaster-Detection Technique through Content-based Location Extraction.

[BibT_eX]

[DOI]

Proceedings of the 2015 International Conference on Big Data Applications and Services, 2015

Marketing Strategy Support System for Small Businesses.

[BibT_eX]

[DOI]

Proceedings of the 2015 International Conference on Big Data Applications and Services, 2015

2014

Contextual keyword extraction by building sentences with crowdsourcing.

[BibT_eX]

[DOI]

Soon Gill Hong