Hi, I’m Meng’en Qin (秦蒙恩), a statistics graduate from Henan University. My research journey began at Henan Engineering Research Center for Artificial Intelligence Theory and Algorithms, where I explored interpretable and theory-guided visual representation learning. Since then, I've also investigated the internal scientific mechanisms of MLLMs/LLMs, particularly their reasoning and hallucination behavior. Going forward, I hope to develop scientific approaches to understand AI models and use these insights to build more interpretable, robust, and reliable models.