Welcome to the National Taiwan University Artificial Intelligence Security Lab. Our research focuses on trustworthy machine learning, emphasizing 🛡️robustness, 🔒privacy, and ⚖️fairness. While the accuracy of machine learning models in many fields is already very high, often surpassing human performance, they are increasingly being used in critical human-related decision-making processes. However, accuracy alone is not enough for practical applications. The robustness, reliability, security, and fairness of machine learning models are equally crucial. In our research, we aim to identify vulnerabilities in machine learning models under various environments and assumptions and propose solutions to strengthen these models. Our goal is to create reliable, secure, and fair machine learning systems, thereby fostering greater public trust in the technology.
We are always looking for highly motivated undergraduate and graduate students. Please contact us if you are interested in our research.
