Category / Journal

CNN-based TEM image denoising from first principles

Jinwoong Chae, Sungwook Hong, Sungkyu Kim, Sungroh Yoon, Gunn Kim, Computational Materials Science, vol. 259, 114146, September 2025.
paper  link  arXiv

22 July 2025
Journal, Sungroh Yoon

On Mitigating Stability-Plasticity Dilemma in CLIP-guided Image Morphing via Geodesic Distillation Loss

Yeongtak Oh, Saehyung Lee, Uiwon Hwang, Sungroh Yoon, International Journal of Computer Vision, vol. 133, pp. 2721-2751, https://doi.org/10.1007/s11263-024-02308-z, May 2025.
paper  link  arXiv

01 May 2025
Journal, Sungroh Yoon

A Comprehensive Survey of Time Series Forecasting: Architectural Diversity and Open Challenges

Jongseon Kim, Hyungjoon Kim, HyunGi Kim, Dongjun Lee, Sungroh Yoon, Artificial Intelligence Review, vol. 58, no. 216, https://doi.org/10.1007/s10462-025-11223-9, April 2025.
paper  link  arXiv

04 April 2025
Journal, Sungroh Yoon

Regularizing hard examples improves adversarial robustness

Hyungyu Lee, Saehyung Lee, Ho Bae, Sungroh Yoon, Journal of Machine Learning Research, vol. 26, no. 20. pp. 1-48, February 2025.
paper  link  

25 February 2025
Journal, Sungroh Yoon

Cross-modal embedding integrator for disease-gene/protein association prediction using a multi-head attention mechanism

Munyoung Chang, Junyong Ahn, Bong Gyun Kang, Sungroh Yoon, Pharmacology Research & Perspectives, vol. 12, no. 6, e70034, December 2024.
paper  link  

01 December 2024
Journal

Data-driven analysis on perovskite solar cell devices

Seung Un Lee, Yang Jeong Park, Jongbeom Kim, Jino Im, Sungroh Yoon, Sang Il Seok, Current Applied Physics, vol. 68, pp. 98-107, December 2024.
paper  link  

01 December 2024
Journal, Sungroh Yoon

Machine learning of metal-organic framework design for carbon dioxide capture and utilization

Yang Jeong Park, Sungroh Yoon, Seung Un Lee, Journal of CO₂ Utilization, vol. 89, p. 102941, November 2024.
paper  link  

01 November 2024
Journal

1.5 million materials narratives generated by chatbots

Yang Jeong Park, Sung Eun Jerng, Sungroh Yoon, Ju Li, Scientific Data, vol. 11, article no. 1060, September 2024.
paper  link  arXiv

28 September 2024
Journal, Sungroh Yoon

Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization

Jungbeom Lee, Eunji Kim, Jisoo Mok, Sungroh Yoon, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 3, pp. 1618-1634, March 2024. [A preliminary version appeared in CVPR 2021, Nashville, USA, June 2021]
paper  link  github  preliminary version

31 March 2024
Journal, Sungroh Yoon

Sample-efficient Adversarial Imitation Learning

Dahuin Jung, Hyungyu Lee, Sungroh Yoon, Journal of Machine Learning Research (JMLR), vol. 25, no. 31, January 2024. [A preliminary version appeared in NeurIPS 2022 Workshop on Deep Reinforcement Learning Workshop, New Orleans, USA, December 2022]
paper  link  arXiv

01 February 2024
Journal, Sungroh Yoon

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