(β : First Author or Co-first Author)
- SCAN: Visual Explanations with Self-Confidence and Analysis Networks IEEE Transactions on Artificial Intelligence (TAI), 2026. β
- Linear-Argmax Layer: A Robust and Effective Keypoint Localization Layer With Heatmap Induction Characteristics IEEE Access 13, 2025. β
- SOGAM: A Comparative Study on User Experience According to Direct and Indirect Advice Methods of AI Agents Proceedings of the HCI Korea 2026 Conference, 2026.
- Learning rPPG without Facial Identity (Oral Presentation) 2025 International Conference on Electrical, Computer and Energy Technologies (ICECET), 2025.
- Smooth Categorical Cross-Entropy: An Improved Approach to Overcome the Limitations of CCE 2025 IEEE International Conference on Big Data and Smart Computing (BigComp), 2025. β
- Improved Neural Network Architecture for Handling Class Imbalance in Small Number of Classes Proceedings of the Korea Information Science Society (KISS) Conference, 2024. β
My research journey began with building Trustworthy AI, focusing on Explainable AI (XAI), Robustness, and Generalization to ensure model reliability in real-world scenarios.
Building upon this foundation, I am currently exploring the frontiers of Embodied & Generative AI:
- 4D Gaussian Splatting (4DGS)
- Vision-Language Models (VLM)
- Vision-Language-Action (VLA)
- Grand Prize (1st Place), 2024 CNU SW/AI Project Fair - Junior Creative Work Competition, 2024.
