CV

Semester Project Student

MLO Lab, EPFL

Advisors: Martin Jaggi and El Mahdi Chayti.

• Exploring the halting problem in recurrent structures and looped transformers.

Research Intern

Robust Machine Learning Group, Max Planck Institute for Intelligent Systems

Advisors: Wieland Brendel and Patrik Reizinger.

• Studied out-of-distribution generalization and extrapolation.

Research Assistant

CKIP Lab, Academia Sinica and IR Lab, National Taiwan University

Advisors: Wei-Yun Ma and Pu-Jen Cheng.

• Worked on data weighting methods for synthetic data to better match real-data distributions.

Intern

Industrial Technology Research Institute

• Engineered short- and long-term load forecasting methods for Taiwan Power Company.

Research Assistant

Wireless System Lab, National Taiwan University of Science and Technology

Advisor: Chin-Ya Huang.

• Devised an MTC scheme for dynamic CBRS channel allocation.
• Implemented RLNC and Galois field arithmetic in P4 and simulated with ONOS and Mininet.

M.Sc. in Computer Science

Swiss Federal Institute of Technology (EPFL)

Computer Science Theory

• Coursework: Machine Learning, Advanced Algorithms, Causal Thinking, Mathematics of Data, Markov Chains and Algorithmic Applications, Deep Learning, Reinforcement Learning, and Modern Natural Language Processing.
• Completed mandatory military service from March to June 2025.

M.Sc. in Data Science

National Taiwan University

Data Science

• Paused studies after June 2024 to pursue a master’s degree at EPFL.
• Coursework: Machine Learning, Natural Language Processing, Statistical Foundations of Data Science, Computational Methods for Data Science, and Big Data Systems.

B.Sc. in Applied Science and Technology

National Taiwan University of Science and Technology

Applied Science and Technology, major in Computer Science

• Graduated first in the program in 2022.
• Coursework: Statistics, Probability, Discrete Mathematics, Linear Algebra, Calculus, Algorithms, Data Structures, Database Systems, Operating Systems, Digital Logic Design, Computer Networks, and Machine Learning Foundations.

When to Stop and Data Order Matter: On Extrapolation in Looped Transformers

Working paper

Joint work with El Mahdi Chayti, Patrik Reizinger, Martin Jaggi, and Wieland Brendel.

Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification

ICLR 2025 (Spotlight, top 5.1%)

Work on synthetic data weighting for text classification with Yin-Hsiang Liao, Yu-Chieh Chao, Wei-Yun Ma, and Pu-Jen Cheng.

Reliable Data Transmission through Private CBRS Networks

Preprint

Collaboration with Szu-Yu Liu, Chin-Ya Huang, Yu-Chi Chen, and Meng-Hua Xie.

Differential Diagnostic Value of Machine Learning-Based Models for Embolic Stroke

Clinical and Applied Thrombosis/Hemostasis

Journal article on machine-learning-based diagnostic models for embolic stroke.

The Modified Spatial Context Memory Test for Assessing Cognitive Aging in Middle-Aged and Older Adults

Neuroscience Research

Co-authored study on cognitive aging assessment.

Phi Tau Phi Scholastic Honor Society of the Republic of China

Taiwan

Honorary membership.

Mengjia Longshan Temple Scholarship

Taiwan

Academic Excellence Scholarship for excellent academic performance.

Academic Excellence Award

Taiwan

Seven consecutive awards for excellent academic performance from 2018 to 2022.

Kanagawa International Science Forum

Kanagawa, Japan

First place and Outstanding Poster Presentation Award in the engineering category.

National Skills Competition

Taiwan

First place (Golden Award) in software applications development.