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

LoRA Low Rank Adaptation of Large Language Models 리뷰

10 minute read

Background NLP task를 수행하기 위해서는 하나의 large scale pretrained Language model을 downstream task 에 특화되도록 finetuning 해야 한다. Parameter가 $\Phi$ 인 pretrained Autoregre...