About Me
I am currently a Ph.D. student in the Department of Computer Science and Information Engineering at National Taiwan University, conducting research with Prof. Shang-Tse Chen in the AISLab.
I'm interested in understanding how machine learning models acquire, represent, and utilize knowledge about the world, with the ultimate goal of building trustworthy, high-performing ML/AI systems to benefit humanity.
Please feel free to get in touch if you’re interested in collaboration or discussion 🤝
News
- Sep 2026One paper accepted to NeurIPS 2026!
- Jun 2026Honored to receive the Hon Hai Technology Award.
- Sep 2025Began my Ph.D. journey!
- May 2025One paper accepted to ICML 2025 as a Spotlight!
Selected Publications
Robust Concept Unlearning in Diffusion Models via Directional Stability Regularization
We connect the robustness of concept unlearning in diffusion models to the stability of sampling dynamics and propose a training objective based on this analysis.
Enhancing Certified Robustness via Block Reflector Orthgonal Layers & Logit Anealing Loss
We propose a low-rank, efficient orthogonal layer and a margin-balancing loss function to construct effective and certifiably robust neural networks.
