🚀 Interest | Computer Vision · LLM · Multimodal, Agent
📍 Exploring Generative Models, Efficient Inference

• Threads: @rien_n_est
• Email: dnr9333@gmail.com
• 논문 번역 Blog: AI Paper Review
• X(Twitter): @ijinug34345785

• 🥈 Kaggle
  • LLM Science Exam → Bronze Medal
  • LLM - Detect AI Generated Text
• 🥉 Dacon
  • 고객 대출등급 분류 경진대회 → 상위 10%
  • 직쏘퍼즐 AI 경진대회 → 상위 10%
  • C++ 코드 유사성 판단 AI 경진대회 → 상위 8%
• KNU AI 캡스톤 디자인 위밋 산학협력프로젝트(나인와트) 우수상 - RAG 기술 개발
• KNU 창업경진대회 장려상, DGU IR-Contest 우수상, 의료바이오 창업대회 장려상
• 종합 프로젝트 - 산학협력 조은캠프 time series 모델 개발
• 빅데이터 융합 프로젝트 - 산학협력 하이퍼월 VLM 개발

• Enhancing Visual Understanding Capability of Multimodal Model through Inference Scaling – 대한전자공학회 (1저자)[Link]
• Mamba(SSM) 모델 활용한 ECG 데이터 예측 – 정보통신학회 춘계우수논문 (1저자) [Link]
• SMCTS: Solving Multi-Step Mathematical Problems via Sequential Monte Carlo Tree Search – Preprint [Link]
• Timestep and Vector Property–Guided LoRA Fusion for Training-free Style Content Adaptation – * 2026* [Link]
• GoalPilot: A Multi-Agent Framework for Personalized Task Decomposition and Dynamic Scheduling in Self-Regulated Learning - KSEM 2026 [Link]
• EduPattern: Pattern-Driven Graph Mining for Educational Contexts in Multi-Agent Systems
• Evolving Pareto-Optimal Reasoning Paths in LLMs - MathAI 2026 [Link]
• H-MAS: A Hierarchical Multi-Agent System for Real-World Equity Investment in Emerging Markets - ICML 2026 Workshop
• Harness Engineering for Legal Issue Spotting: Automated Vulnerability Detection in Financial Contracts - KDD 2026 Workshop [Link]
• Bridging the Prompt Distribution Gap: An Evolving Runtime Harness for Text-to-Image Generators - under review
• Diagnosing and Adaptively Steering Tool-Use Failures with the Jacobian Lens - under review

• 🎓 Certificates & Skills

• TOEIC 940
• 정보처리산업기사
  NeurIPS workshop, main reviewer , KDD workshop reviewer , ICML workshop reviewer, AAAI AIA reviwer