채주완

성균관대학교

Joowan Chae

I am an undergraduate student at Sungkyunkwan University interested in language models, retrieval-augmented generation, preference optimization,autonomous data agents. I use this blog to organize paper reviews, math notes, and implementation-oriented study logs.

GitHub
Email: joowancheachae@gmail.com

Research Interests

  • Retrieval-augmented generation and semantic search
  • Reasoning agents for structured data analysis
  • Embedding models and contrastive learning
  • LLM alignment and preference optimization
  • Reinforcement Learning
  • Multimodal reasoning for planning and control
  • Vision-Language-Action (VLA) models and embodied AI

Currently Studying About

  • Foundation model architectures and pre-training
  • LLM reasoning, ReAct-style workflows, and verification
  • Machine learning fundamentals and mathematical intuition
  • Course notes from operating systems, networks, and ML

Recent Posts

ReAct: Synergizing Reasoning and Acting in Language Models 리뷰

7 minute read

추론 과정과 행동을 결합하여 LLM이 다양한 문제 상황에 대해서 의사결정과 추론을 하도록 하는 방법론에 대한 연구이다. 연구 배경 인간은 과제를 해결하고자 행동과 언어적 추론을 결합하여 스스로 통제하고, 계획을 세우고, 기억을 유지한다. 이런 결합이 새로운 task를 빠르게 배우...