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Scopus Author ID: 57222157149

Keywords

Machine Learning

Countries

South Korea

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Employment (1)

Korea Institute for Advanced Study: Seoul, KR

2023-09-01 to present | AI Research Fellow (Center for AI and Natural Science)
Employment
Source: Self-asserted source
Sangwoong Yoon

Education and qualifications (3)

Seoul National University: Seoul, KR

2020-03-02 to 2023-08-29 | Ph.D. (Mechanical Engineering)
Education
Source: Self-asserted source
Sangwoong Yoon

Seoul National University: Gwanak-gu, Seoul, KR

2014-03 to 2016-02 | Master of Science (Interdisciplinary Program in Neuroscience)
Education
Source: Self-asserted source
Sangwoong Yoon

Seoul National University: Gwanak-gu, Seoul, KR

2008-03 to 2013-02 | Bachelor of Science (Chemical & Biological Engineering)
Education
Source: Self-asserted source
Sangwoong Yoon

Works (14)

Early detection of pore clogging in microfluidic systems with 3D convolutional neural network

Separation and Purification Technology
2025-06 | Journal article
DOI: 10.1016/j.seppur.2024.130428
Contributors: Woobin Yi; Dae Yeon Kim; Howon Jin; Sangwoong Yoon; Kyung Hyun Ahn
Source: check_circle
Crossref
grade
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Glycolysis in hepatic stellate cells coordinates fibrogenic extracellular vesicle release spatially to amplify liver fibrosis

Science Advances
2024 | Journal article
DOI: 10.1126/sciadv.adn5228
EID:

2-s2.0-85197108628

Part of ISSN: 23752548
Contributors: Khanal, S.; Liu, Y.; Bamidele, A.O.; Wixom, A.Q.; Washington, A.M.; Jalan-Sakrikar, N.; Cooper, S.A.; Vuckovic, I.; Zhang, S.; Zhong, J. et al.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier

Maximum Entropy Inverse Reinforcement Learning of Diffusion Models with Energy-Based Models

arXiv
2024 | Other
DOI: 10.48550/arXiv.2407.00626
EID:

2-s2.0-85199930986

Part of ISSN: 23318422
Contributors: Yoon, S.; Hwang, H.; Kwon, D.; Noh, Y.-K.; Park, F.C.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier

Data-driven constitutive model of complex fluids using recurrent neural networks

Rheologica Acta
2023 | Journal article
DOI: 10.1007/s00397-023-01405-z
EID:

2-s2.0-85166568609

Part of ISSN: 14351528 00354511
Contributors: Jin, H.; Yoon, S.; Park, F.C.; Ahn, K.H.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier
grade
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Energy-Based Models for Anomaly Detection: A Manifold Diffusion Recovery Approach

Advances in Neural Information Processing Systems
2023 | Conference paper
EID:

2-s2.0-85196967792

Part of ISSN: 10495258
Contributors: Yoon, S.; Jin, Y.-U.; Noh, Y.-K.; Park, F.C.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier
grade
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Generalized Contrastive Divergence: Joint Training of Energy-Based Model and Diffusion Model through Inverse Reinforcement Learning

arXiv
2023 | Other
DOI: 10.48550/arXiv.2312.03397
EID:

2-s2.0-85180608242

Part of ISSN: 23318422
Contributors: Yoon, S.; Kwon, D.; Hwang, H.; Noh, Y.-K.; Park, F.C.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier

Variational Weighting for Kernel Density Ratios

Advances in Neural Information Processing Systems
2023 | Conference paper
EID:

2-s2.0-85191174833

Part of ISSN: 10495258
Contributors: Yoon, S.; Park, F.C.; Yun, G.; Kim, I.; Noh, Y.-K.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier
grade
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Classification of impinging jet flames using convolutional neural network with transfer learning

Journal of Mechanical Science and Technology
2022 | Journal article
DOI: 10.1007/s12206-022-0240-5
EID:

2-s2.0-85125391147

Part of ISSN: 19763824 1738494X
Contributors: Lee, M.; Yoon, S.; Kim, J.; Wang, Y.; Lee, K.; Park, F.C.; Sohn, C.H.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier
grade
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Collision Detection for Robot Manipulators Using Unsupervised Anomaly Detection Algorithms

IEEE/ASME Transactions on Mechatronics
2022 | Journal article
DOI: 10.1109/TMECH.2021.3119057
EID:

2-s2.0-85118675581

Part of ISSN: 1941014X 10834435
Contributors: Park, K.M.; Park, Y.; Yoon, S.; Park, F.C.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier
grade
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Evaluating Out-of-Distribution Detectors Through Adversarial Generation of Outliers

arXiv
2022 | Other
DOI: 10.48550/arXiv.2208.10940
EID:

2-s2.0-85137062824

Part of ISSN: 23318422
Contributors: Yoon, S.; Choi, J.; Lee, Y.; Noh, Y.-K.; Park, F.C.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier

REGULARIZED AUTOENCODERS FOR ISOMETRIC REPRESENTATION LEARNING

ICLR 2022 - 10th International Conference on Learning Representations
2022 | Conference paper
EID:

2-s2.0-85150378385
Contributors: Lee, Y.; Yoon, S.; Son, M.; Park, F.C.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier

Autoencoding Under Normalization Constraints

Proceedings of Machine Learning Research
2021 | Conference paper
EID:

2-s2.0-85161287114

Part of ISBN: 9781713845065
Part of ISSN: 26403498
Contributors: Yoon, S.; Noh, Y.-K.; Park, F.C.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier
grade
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Image-to-Image Retrieval by Learning Similarity between Scene Graphs

35th AAAI Conference on Artificial Intelligence, AAAI 2021
2021 | Conference paper
EID:

2-s2.0-85130057348

Part of ISBN: 9781713835974
Contributors: Yoon, S.; Kang, W.Y.; Jeon, S.; Lee, S.; Han, C.; Park, J.; Kim, E.-S.
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier
grade
Preferred source (of 3)‎

Deep-hurricane-tracker: Tracking and forecasting extreme climate events

Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019
2019 | Conference paper
DOI: 10.1109/WACV.2019.00192
EID:

2-s2.0-85063573144

Part of ISBN: 9781728119755
Contributors: Kim, S.; Kim, H.; Lee, J.; Yoon, S.; Kahou, S.E.; Kashinath, K.; Prabhat
Source: Self-asserted source
Sangwoong Yoon via Scopus - Elsevier

Peer review (4 reviews for 1 publication/grant)

Review activity for Machine learning. (4)
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