Experience

Education

• Ph.D. in Computer Science, 2021 - present.
  Texas A&M University, TX, USA

• M.S. in Structures and Materials, 2013 - 2015.
  National Cheng Kung University, Tainan, Taiwan

• B.S. in Civil Engineering, 2008 - 2013.
  National Central University, Taoyuan, Taiwan

Research Experience

• Graduate Research Assistant, 2021 - present.
  Texas A&M University, TX, USA Responsibility:
  • Developed model-agnostic algorithms that focus on generalization issues in machine learning models
  • Developed fairness machine learning frameworks for healthcare tasks by task-specific regularizations
  • Proposed the efficient pre-training paradigm for large language models during pre-processing
• Research Assistant, 2019 - 2020.
  Institute of Information Science, Academia Sinica Topic: Conversational Information Retrieval Systems & Extreme Weather Prediction

Industrial Experience

• Applied Scientist Intern, 2024 - 2025. Amazon, CA, USA
  Responsibility:
  • Research SOTA linearizing and hybrid LLMs
  • Propose and implement a new hybrid LLM architecture
• Research Intern, 2024.
  Visa Research, CA, USA
  Responsibility:
  • Develop a retrieval-augmented generation (RAG) framework to identify and rule out unrelated chunks without tuning
  • Explore potential application scenarios of RAG for business models
• Backend Engineer, 2019.
  EZTABLE, Taipei, Taiwan
  Responsibility:
  • Cloud infrastructure design and maintenance
  • Utilized CI/CD tools for automatic testing and exporting reports