Bo-Han Lai

賴柏翰

🙋🏻‍♂️ ML Researcher
Taipei, Taiwan
r12922119@ntu.edu.tw

About Me

I am currently a Master’s student in the Department of Computer Science and Information Engineering at National Taiwan University, conducting research under the supervision of Prof. Shang-Tse Chen in the AISLab.

My research has focused on improving the adversarial robustness of vision models. More broadly, 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 🤝

Education

Sep 2023 - Aug 2025
M.S. in Computer Science and Information Engineering
National Taiwan University, Taiwan
Sep 2019 - Jun 2023
B.S. in Mathematics and Computer Science
National Tsing Hua University, Taiwan

Interests

Robustness in Machine Learning
Privacy-preserving Deep Learning
Modular Model Adaptation

Selected Research

Enhancing Certified Robustness via Block Reflector Orthgonal Layers and Logit Anealing Loss
Bo-Han Lai, 
Pin-Han Huang, 
Bo-Han Kung, 
Shang-Tse Chen
May 2nd 2025
ICML 2025 (Spotlight)
#Trustworthy
#Lipschitz networks

We propose a low-rank, efficient orthogonal layer and a margin-balancing loss function to construct effective and certifiably robust neural networks.

ArXiv
GitHub
Project Page
Enhancing Certified Robustness via Block Reflector Orthgonal Layers and Logit Anealing Loss
Last Updated on Jun 24th 2025