Xilin Dang

I am a Ph.D. candidate at Computer Science and Engineering from The Chinese University of Hong Kong, supervised by Prof. HENG Pheng-Ann. Previously, I received my B.Eng. degree in Computer Science and Technology in Jinan University, supervised by Prof. Ke Wang and Prof. Zhen Zhang.

My research interests cover Agentic AI and AI applications in biomedicine.

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I'm interested in agentic AI. I want to try doing work that is both meaningful and interesting.

An vision-language alignment framework to enable explicit alignment for the clinically significant concepts as well as the diagnostic content summary.

An interactive LLM agent using multimodal knowledge graphs for Uncertainty-Aware Question Answering and Multi-Hop Reasoning with proactive question asking capabilities under incomplete or ambiguous inputs.

This paper proposes a new robustness quantitative measurement scheme from a macroscopic perspective, modeling CNN as graph and using complex system theory.

Inspired by the principle of human vision, this paper proposes a defense method based on an attentional mechanism for traffic sign adversarial samples.