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Home Deep Learning

New Study Mathematically Defines Key Conditions for Improving AI Model Robustness through Data Augmentation

This work has been accepted for presentation at the AAAI-26—one of the most prestigious international conferences in the field of AI.

New Study Mathematically Defines Key Conditions for Improving AI Model Robustness through Data Augmentation

Abstract Model robustness indicates a model’s capability to generalize well on unforeseen distributional shifts, including data corruptions and adversarial attacks. Data augmentation is one of the most prevalent and effective ways to... Read More

Jan 29, 2026 By JooHyeon Heo Research
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Successful Completion of ‘2025 UNIST AI Technology Open Workshop’

UNIST Graduate School of Artificial Intelligence hosted the '2025 UNIST AI Technology Open Workshop' on October 31, 2025.

Successful Completion of ‘2025 UNIST AI Technology Open Workshop’

Sharing cutting-edge global technological trends, presenting research achievements, and fostering industry-academia collaboration, UNIST Graduate School of Artificial Intelligence hosted the ‘2025 UNIST AI Technology Open Workshop... Read More

Oct 31, 2025 By JooHyeon Heo News
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Deep Learning Model Boosts Plasma Predictions in Nuclear Fusion by 1,000 TImes

Their findings have been published in the Journal of Computational Physics on February 15, 2025.

Deep Learning Model Boosts Plasma Predictions in Nuclear Fusion by 1,000 TImes

Abstract The nonlinear collision operator consumes a significant amount of computation time in tokamak whole-volume modeling, and in current numerical methods, the computational time grows O(n2), with n representing the number of plasma spe... Read More

Feb 18, 2025 By JooHyeon Heo Research
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Revolutionary AI Model Predicts Arctic Sea Ice Concentration for Up to One Year

Their findings have been published in the online version of Remote Sensing of Environment on December 11, 2024.

Revolutionary AI Model Predicts Arctic Sea Ice Concentration for Up to One Year

Abstract Over the last five decades, Arctic sea ice has been shrinking in area and thickness. As a result, increased marine traffic has created a need for improved sea ice forecasting on seasonal to annual time-scales. In this study, we int... Read More

Jan 06, 2025 By JooHyeon Heo Research
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UNIST Industrial Engineering Department Claims Victory in International AI Case Study Competition!

Gyeongho Kim, a Ph.D. student from the laboratory of Professor Sunghoon Lim won 1st place at the 2024 INFORMS QSR Manufacturing AI Case Study Competition.

UNIST Industrial Engineering Department Claims Victory in International AI Case Study Competition!

The ability to predict the feasibility of manufacturing parts significantly enhances production efficiency and reduces costs in the manufacturing industry. Leveraging this technology, the laboratory of the Department of Industrial Engineeri... Read More

Oct 31, 2024 By JooHyeon Heo People
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Groundbreaking Real-Time Tool Wear Monitoring Technology Developed Using Smartphone Sensors

The findings of this research will be published in the Journal of Manufacturing Systems.

Groundbreaking Real-Time Tool Wear Monitoring Technology Developed Using Smartphone Sensors

Abstract Accurately predicting tool wear is crucial for intelligent machining process monitoring, control, and quality improvement. Recent studies on tool wear prediction predominantly apply deep learning-based data-driven approaches that u... Read More

Sep 12, 2024 By JooHyeon Heo Research
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New Study Reveals Novel Ultralow-Power Single-Sensor-Based E-Nose System for Real-Time Gas Identification

Their findings have been published in Small and ACS Sensors, respectively.

New Study Reveals Novel Ultralow-Power Single-Sensor-Based E-Nose System for Real-Time Gas Identification

Abstract 1 This study presents a novel, ultralow-power single-sensor-based electronic nose (e-nose) system for real-time gas identification, distinguishing itself from conventional sensor-array-based e-nose systems, whose power consumption... Read More

Aug 28, 2024 By JooHyeon Heo Research
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Professor Sungryul Baek’s Team Honored at ICCV 2023!

The research team secured 3rd prize at the 'ICCV 2023 Workshop on Observing and Understanding Hands in Action'.

Professor Sungryul Baek’s Team Honored at ICCV 2023!

A research team, led by Professor Sungryul Baek from the Graduate School of Artificial Intelligence at UNIST has achieved remarkable success at the ‘ICCV 2023 Workshop on Observing and Understanding Hands in Action (HANDS),’ whi... Read More

Dec 12, 2023 By JooHyeon Heo People
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Deep-learning Optimized DEOCSU Suite Provides An Iterable Pipeline for Accurate ChIP-exo Peak Calling

Their findings have been published in the January 2023 issue of Briefings in Bioinformatics.

Deep-learning Optimized DEOCSU Suite Provides An Iterable Pipeline for Accurate ChIP-exo Peak Calling

Abstract Recognizing binding sites of DNA-binding proteins is a key factor for elucidating transcriptional regulation in organisms. ChIP-exo enables researchers to delineate genome-wide binding landscapes of DNA-binding proteins with near s... Read More

Feb 27, 2023 By JooHyeon Heo Research
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UNIST Student Honored with the 2021 BIEN Best Poster Award

Jae Gyeong Choi has been awarded​ Best Poster (2nd place) from the poster competition on IT session of BIEN 2021.

UNIST Student Honored with the 2021 BIEN Best Poster Award

A UNIST graduate student, Jae Gyeong Choi (Advisor: Professor Sunghoon Lim) from the Department of Industrial Engineering has been recognized for outstanding poster presentation at the 2021 International Conference of Women Scientists and E... Read More

Sep 13, 2021 By JooHyeon Heo People
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