도시과학빅데이터·AI연구원
슈퍼컴퓨팅 사용실적
논문(2026)

2026.04.
Choi, S., Park, T., Lim, J., Murphy, E., & Jeon, J. J. (2026). Convolutional neural network approach for accelerated traffic noise mapping. Scientific Reports.
2026.04.
Jiang, Z., Lee, D., Jones, A. J., Park, Y., Majchrzak, P., Hsieh, K., ... & Ulstrup, S. (2026). Electric Field‐Induced Hole‐and Electron‐Type Flat Bands in Twisted Double Bilayer Graphene. Advanced Electronic Materials, e00882.
2026.04.
Kang, D., & Baek, H. (2026). Fluently Lying: Adversarial Robustness Can Be Substrate-Dependent. arXiv preprint arXiv:2604.00605.
2026.04.
Park, B., Kang, S., Seo, J., Baek, J., Ahn, D., & Jeong, K. (2026). Cluster-Adaptive Sample-Based Quantum Diagonalization for Strongly Correlated Systems. arXiv preprint arXiv:2603.09346.
2026.04.
Shin, K., Leconte, N., Jung, J., & Min, H. (2026). Supermoir\'{e} domain-resolved effective Hamiltonians and valley topology in helical multilayer graphene. arXiv preprint arXiv:2604.19608.

2025.03.

Li, F., Chittari, B. L., Lei, C., & Jung, J. (2026). Near room temperature magnetoelectric response and tunable magnetic anisotropy in the two-dimensional magnet 1 T-CrTe 2. Physical Review B, 113(9), 094440.
2026.03.
Lim, J., An, S., & Jeon, J.-J. (2026). Impute missing entries with uncertainty. In Proceedings of the Fortieth AAAI Conference on Artificial Intelligence (AAAI-26).
2026.02.
An, J., Leconte, N., Javvaji, S., Park, Y., & Jung, J. (2026). Atomistic substrate relaxation effects in the band gaps of graphene on hexagonal boron nitride. arXiv preprint arXiv:2602.18893.
2026.02.
Shin, W., & Jeon, J. J. (2026, February). Revisiting IPS in Recommendation Models: Unveiling Its Impact on Model Performance. In Proceedings of the Nineteenth ACM International Conference on Web Search and Data Mining (pp. 585-595).
2026.01.
Joe, C. Y., Song, K., & Chang, R. (2026). Evaluating In‐Context Learning in Large Language Models for Molecular Property Regression. Journal of Computational Chemistry, 47(2), e70308.
도시과학빅데이터·AI연구원
슈퍼컴퓨팅 사용실적
논문(2025)

2025.12.
윤규빈, 전백찬, & 강명구. (2025). 공공교통 접근성이 혁신경제활동 경제 기반 수준에 미치는 영향: 격자 기반 다수단 통합 P-공간 공공교통 네트워크 이용. 한국지역개발학회지, 37(5), 151-170.
2025.12.
강진석, 김재현, 정호성, 양은빈, & 김강수. (2025). 머신러닝을 활용한 철근콘크리트 보-기둥 접합부의 전단강도 산정식 도출. 한국구조물진단유지관리공학회 논문집, 29(6), 58-69.
2025.11.
Bak, D., Kim, S. H., Park, S., & Song, J. P. (2025). Machine learns quantum complexity. Journal of the Korean Physical Society, 1-11.
2025.11.
Woo, G., Cho, S., Kim, D., Na, K., Kim, C., Choi, J., & Jeon, J. J. (2025, November). CHEM: Causally and Hierarchically Explaining Molecules. In Proceedings of the 34th ACM International Conference on Information and Knowledge Management, 3323-3332.
2025.09.
Kim, D., Jeong, J., Ahn, S., & Choi, J. (2025). Part II. Systematic development of machine learning models for predicting human and ecotoxicity from in vivo OECD test guideline data. Computational Toxicology, 100369.

2025.09.

Lee, E., Bu, J., Hwang, S., Choi, J., Jung, H., Kim, Y., ... & Kim, D. H. (2025). Effects of Pd/CeO2 on the Abatement of Unburnt Hydrocarbon Emissions from Gasoline Vehicles during the Cold-Start Period. JACS Au, 5(9), 4570-4583.
2025.08.
Park, K., Hong, S., & Jeon J. J. (2025). Dynamic High-Order Relations and event-driven temporal model for stock price forecasting. Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, 673, 6048-6056.
2025.04.
An, S., Woo, G., Lim, J., Kim, C., Hong, S., & Jeon, J. J. (2025, April). Masked language modeling becomes conditional density estimation for tabular data synthesis. In Proceedings of the AAAI Conference on Artificial Intelligence, 39(15), 15356-15364.
2025.01.
Jiang, Z., Lee, D., Jones, A. J., Park, Y., Hsieh, K., Majchrzak, P., ... & Ulstrup, S. (2025). Direct view of gate-tunable miniband dispersion in graphene superlattices near the magic twist angle. ACS nano, 19(2), 2379-2387.
2025.01.
Cho, S., Hong, S., & Jeon, J. J. (2025). Adaptive adversarial augmentation for molecular property prediction. Expert Systems with Applications, 270, 126512.
도시과학빅데이터·AI연구원
슈퍼컴퓨팅 사용실적
논문(2024)

2024.12.
Efremov, V., Choi, M., Choi, M., & Yoo, J. S. (2025). Breaking Scaling Relations for Enhanced Electrochemical CO2 Reduction to CO by Introducing Soft Metal Dopants to Thiolates‐Protected Coinage Metal Nanoclusters. ChemSusChem, 18(8), e202401620.
2024.11.
Lee, D., Jeong, S., & Ro, Y. (2024). Arbitrary-Scale Downscaling of Tidal Current Data Using Implicit Continuous Representation. IEEE Access, 12, 151856-151863.
2024.11.
Li, F., Lee, D., Leconte, N., Javvaji, S., Kim, Y. D., & Jung, J. (2024). Moiré flat bands and antiferroelectric domains in lattice relaxed twisted bilayer hexagonal boron nitride under perpendicular electric fields. Physical Review B, 110(15), 155419.
2024.08.
Kim, D., Cho, S., Jeon, J. J., & Choi, J. (2024). Inhalation toxicity screening of consumer products chemicals using OECD test guideline data-based machine learning models. Journal of Hazardous Materials, 478, 135446.
2024.10.
Woo, C. U., & Noh, J. D. (2024). Motility-induced pinning in flocking system with discrete symmetry. Physical Review Letters, 133(18), 188301.
2024.09.
​Hong, S., An, S., & Jeon, J. J. (2024, October). Cryptocurrency price forecasting using variational autoencoder with versatile quantile modeling. In Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 4530-4537.
2024.08.
Qin, L., Efremov, V., Lee, S., Ha, J., Seo, J. G., Yoo, J. S., & Li, O. L. (2024). Enhanced cellobiose hydrolysis over fluorine-modulated carbon-based solid acid catalysts.
2024.07.
이희태, & 황혜수. (2024). UED: 간선 판별기와 탈결합 인코더를 사용한 비지도 그래프 표현 학습 모델. 정보과학회 컴퓨팅의 실제 논문지, 30(7), 330-335.
2024.06.
Mumtazah, N., Chan, C. H., Catherine, S., Pham, M. T. H., Choi, J., Yoo, J. S., & Chiang, C. Y. (2024). Modulating surface chemistry of copper oxides through annealing environment for enhanced selective HMF oxidation: A DFT-electrochemical approach. Journal of Environmental Chemical Engineering, 12(5), 113444.
2024.05.
최석휘, & 황혜수. (2024). 이질 간선과 신규 간선을 고려한 그래프 신경망 기반 추천. 정보과학회 컴퓨팅의 실제 논문지, 30(5), 236-240.
2024.05.
Lee, J., Lee, S., Kim, C., Yoo, J. S., & Moon, J. H. (2024). High-efficiency electrochemical methane conversion using Fe2O3-based catalysts assisted by thermochemical active oxygen. Applied Catalysis B: Environment and Energy, 344, 123633.
2024.05.
Bhavani, P., Kishore, M. A., Kumar, D. P., Yoo, J. S., & Park, Y. K. (2024). Enhanced solar to hydrogen conversion via Ni addition to a few layered 2D/2D gC 3 N 4/ZnIn 2 S 4 heterojunction. Journal of Materials Chemistry A, 12(27), 16546-16558.
2024.05.
Zhang, H., Li, Q., Park, Y., Jia, Y., Chen, W., Li, J., ... & Zhou, S. (2024). Observation of dichotomic field-tunable electronic structure in twisted monolayer-bilayer

2024.03.

Kishore, M. A., Lee, S., & Yoo, J. S. (2024). A Density Functional Theory Analysis of Electrochemical Oxidation of Methane to Alcohol over High‐Entropy Oxide (CoCrFeMnNi) 3O4 Catalysts. ChemPhysChem, 25(13), e202400098.
2024
Hyeonmo Koo, Dongsu Bak, Inkyu Park, Sungwook E. Hong, Jae-Weon Lee,2024. Final parsec problem of black hole mergers and ultralight dark matter, ScienceDirect.
2024
Soonyeol Hwang, Eunkyung Lee, Hongseok Oh, Youngmin Yi*, “FASOP: Fast yet Accurate Automated Search for Optimal Parallelization of Transformers on Heterogeneous GPU Clusters,” to appear in the proceedings of International Symposium on High-Performance Parallel and Distributed Computing(HPDC), Jun. 2024.
2024.04.
장규용, 김성순, 최진우, 김민종, 백지현, Liu T.K., 이정환, 유종석, 서관용, 박종혁, Subnanometer heterointerface confined in 10 nm-scale nanocubes boosting photovoltaic alkaline eater elevtrolysis. Aanced Energy Materials, Volume14, Issue14, 2303924.
2024.01.
An, S. and Jeon, J.J., 2024. Customization of latent space in semi-supervised Variational AutoEncoder. Pattern Recognition Letters, 177, 54-60.
도시과학빅데이터·AI연구원
슈퍼컴퓨팅 사용실적
논문(2023)

2023
Changdae Oh, Junhyuk So, Hoyoon Byun, YongTaek Lim, Minchul Shin, Jong-June Jeon, Kyungwoo Song,2023. Geodesic Multi-Modal Mixup for Robust Fine-Tuning. NeuRIPS 2023.
2023.12.
전성재, 이영민., 2023, 효율적인 언센서 추론을 위한 초소형 신경망 구조 자동 탐색 기법. KSC 2023.
2023.12.
이은경, 이영민, ZeRO 최적화 기법을 고려한 트랜스포머 모델의 3차원 병렬적 분산딥러닝 통신 시간 예측,  한국정보과학회 학술발표논문집, 49-51.
2023.11.
Jung, J.H. and Eom, Y.H., 2023. Empirical analysis of congestion spreading in Seoul traffic network. Physical Review E, 108(5), 054312. 
2023
Youngju Park, Yeonju Kim, Bheema Lingam Chittari, Jeil Jung, 2023. Topological flat bands in rhombohedral tetralayer and multilayer graphene on hexagonal boron nitride moiré superlattices. PHYSICAL REVIEW B. 108(15), 115406,1-16. 
2023.11.
An, S. and Jeon, J.J., 2023, November. Distributional Learning of Variational AutoEncoder: Application to Synthetic Data Generation. In Thirty-seventh Conference on Neural Information Processing Systems.
2023.10.
An, S., Song, K. and Jeon, J.J., 2023. Causally Disentangled Generative Variational AutoEncoder. Frontier in Artificial Intelligence and Applications, 372, 93-100. 
2023.07.
Bhowmik, S., Ghawri, B., Park, Y., Lee, D., Datta, S., Soni, R., Watanabe, K., Taniguchi, T., Ghosh, A., Jung, J. and Chandni, U., 2023. Spin-orbit coupling-enhanced valley ordering of malleable bands in twisted bilayer graphene on WSe2. Nature Communications, 14(1), 4055.
2023.07.
Dale, N., Utama, M.I.B., Lee, D., Leconte, N., Zhao, S., Lee, K., Taniguchi, T., Watanabe, K., Jozwiak, C., Bostwick, A. and Rotenberg, E., 2023. Layer-dependent interaction effects in the electronic structure of twisted bilayer graphene devices. Nano Letters, 23(15), 6799-6806.
2023.05.
Bootharaju, M.S.,  Lee, C.W., Deng, G., Kim, H., Lee, K., Lee, S., Chang, H., Lee, S., Sung, Y.E., Yoo, J.S., Zheng, N., Hyeon, T., 2023, Atom-Precise Heteroatom Core-Tailoring of Nanoclusters for Enhanced Solar Hydrogen Generation. Advanced Materials. 35(18), 2207765.