PROJECT
In Progress4 Projects
- Principal Investigator Semantic-Based Video Understanding through Meta-Cognitive Inference
이공학학술연구기반구축 | 교육부 · 한국연구재단, 2024.09 ~ 2026.08 - Research Associate Heterogeneous Generation of News Data through Continuous Learning of Multimodal Action Model
개인기초연구 | 과학기술정보통신부 · 한국연구재단, 2025.03 ~ 2026.08 - Research Associate Data-driven Energy System Innovation Research Center
정보통신방송혁신인재양성 | 교육부 · 정보통신기획평가원, 2023.07 ~ 2026.08 - Research Associate FAST Artificial Intelligence Convergence Center
4단계두뇌한국21사업 | 교육부 · 한국연구재단, 2021.09 ~ 2026.08
Complete5 Projects
- Research Associate Development of Human Intrinsic AI through Unified Semantic Representation ofHeterogeneous Multimodal Data
인간지향적차세대도전형AI기술개발 | 과학기술정보통신부 · 정보통신기획평가원, 2025.07 ~ 2025.12 - Research Associate Cultural Technology Specialist Training and Project for Metaverse Game
문화기술연구개발 | 문화체육관광부 · 한국콘텐츠진흥원, 2023.04 ~ 2026.08 - Research Associate Development of a highly reliable multi-bio-certification system based on knowledge Inference and deep learning for robust security certification
개인기초연구 | 과학기술정보통신부 · 한국연구재단, 2021.09 ~ 2025.02 - Research Associate Development of quantitive risk assessment model for nuclear power sabotage according to cyber attack
원자력안전규제검증기술고도화 | 한국원자력연구원 · 한국원자력안전재단, 2021.04 ~ 2021.12 - Research Associate Development of Smart Signage Technology for Automatic Classification of Untact Examination and Patient Status Based on AI
비대면비즈니스디지털혁신기술개발 | 과학기술정보통신부 · 정보통신기획평가원, 2020.07 ~ 2021.12
TOP CONFERENCE
Submit or Revision1 Paper
Learning Context-Conditioned Predicate Semantics via Prototype Feedback
International Conference on Machine Learning (ICML), 2026.07
Accept or Publish3 Papers
2026
Multimodal-T5 Fusion Transformer for New Fashion Product Sales Forecasting
ACM Symposium on Applied Computing (ACM SAC), 2026.03
2025
An Attention-based Dual Stream Network for Efficient Electricity Price Forecasting
ACM Symposium on Applied Computing (ACM SAC), 2025.03
2024
Knowledge Sharing based Lightweight Transformer for Construction Safety Accident Prevention
ACM Symposium on Applied Computing (ACM SAC), 2024.04
SCI(E) PUBLICATION
Submit or Revision5 Papers
Robust Multi-Cell SOH Prediction with TS2-Net for Cross-Cell Generalization
CReaL: Complex Modeling with Amplitude–Phase Decomposition for Scene Graph Generation
Att-KD Net: An Attention-based Collaborative Learning Framework for Accurate Fire Localization
Elevating Emotion Text Classification: A Framework for Overcoming Imbalance
Advanced Transformer-Based Deep Learning for Accident Prevention in Construction Sites
Accept or Publish5 Papers
2025
Vulnerability Assessment Method for an Enhanced User Authentication System based on ECG in the Critical Infrastructure Environment
Human-centric Computing and Information Sciences, Q2, IF: 3.0 (Top 45.5%), Nov. 2025
Heterogeneous Semantic Projection Optimization for Thematic Depth in Homogeneous Graph
Cognitive Computation, Q1, IF: 4.3 (Top 22.5%), Mar. 2025
Union-Redefined Prototype Network for Scene Graph Generation
Expert Systems with Applications, Q1, IF: 7.5 (Top 6.1%), Jun. 2025
Curriculum Guided Self-Supervised Representation Learning of Dynamic Heterogeneous Networks
Cognitive Computation, Q1, IF: 4.3 (Top 22.5%), Mar. 2025
2024
Kiosk Recommend System Based On Self-Supervised Representation Learning of User Behaviors in Offline Retail
IEEE Internet of Things Journal, Q1, IF: 8.9 (Top 4.1%), May. 2024