Recent Publications
Recent Publications
Embedded Files
Papers
Papers
Junyong Lee*, Jeihee Cho*, S Kim. (2025). "Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms." Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2025).
Junyong Lee*, Jeihee Cho*, S Kim. (2025). "Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms." Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2025).
Junyong Lee, J Cho, H Jung, E Lee, S Lee, Y Choi, S Kim. (2025). "Data-centric Approach of Macroscopic Physical System with NISQ Quantum Computers." ICDE Workshop QDML 2025.
Junyong Lee*, Jeihee Cho*, Ho Suk*, S Kim. (2025). "SFF Rendering-Based Uncertainty Prediction using VisionLLM." AAAI 2025 Workshop on Planning in the Era of LLMs (LM4Plan).
J Cho, Junyong Lee, D Justice, S Kim. (2025). "Enhancing Circuit Trainability with Selective Gate Activation Strategy." QC+AI Workshop at AAAI 2025.
J Cho, Junyong Lee, S Kim. (2024). "Understanding of the Diffusion Noise in Quantum Latent Diffusion Model." IEEE International Conference on Quantum Computing and Engineering (QCE24).
Junyong Lee*, Jeihee Cho*, D Justice, S Kim. (2024). "Towards Explainability of Classical Neural Network via Quantum Computing." IEEE International Conference on Quantum Computing and Engineering (QCE24).
Books & Book Chapters
Books & Book Chapters
Quantum Machine Learning (QML): Platform, Tools and Applications (Volume 140) (Advances in Computers, Volume 140) will be available at 2026 Q1
Taewoo Kim, Junyong Lee, Hyeonseong Jung, and Shiho Kim. (2023). "AI Accelerators for Standalone Computer." In Artificial Intelligence and Hardware Accelerators (pp. 53-93). Springer International Publishing.
Professional Activities
Professional Activities
Mentoring & Leadership
Mentoring & Leadership
Mentor, Google Summer of Code (ML4Sci), 2025
Guided a student team's research on "Q-MAML for High Energy Physics," leading to the successful completion of the project and presentation of their findings.
Mentor, Yonsei-Nexon Creative Platform, 2025
Advised undergraduate student teams on the application of AI/Machine Learning techniques.
Mentor, Yonsei-Nexon Creative Platform, 2019
Advised undergraduate student teams on the application of AI/Machine Learning techniques.
Academic Service
Academic Service
Program Committee Member
Program Committee Member
2nd International Workshop on Quantum Computing and Artificial Intelligence (QC+AI) at AAAI 2026
Reviewer
Reviewer
IEEE International Conference on Intelligent Transportation Systems (IEEE ITSC 2022)
Experiences
Experiences
Visiting Scholar Carnegie Mellon University, Pittsburgh, PA, USA Aug 2023 - Feb 2024
Innovation Fellow, KIC R2BD Program Korea Innovation Center (KIC), Silicon Valley, CA, USA Jul – Aug 2019
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