Hi, I'm Anthony, a CS PhD at Georgia Tech working with Polo Chau. My research strengthens the generalization and safety of the generative AI, spanning vision models, LLMs, and VLMs. As steps towards this goal, I work on:

• Generalizable multimodal representation learning : foundation models for table recognition (UniTable, Table Transformer, Self-supervised Pretraining), RGB-infrared fusion object tracking (DsiamMFT, SiamFT), structural health monitoring (system identification).
• Safe and robust machine learning models : LLM loss landscape (coming soon!), robust CNN design principles (#1 on RobustBench CIFAR-10), multi-task person tracking (SkeleVision), and defending LLM attacks (LLM Self Defense)

I am fortunate to have collaborated with researchers, developers, scientists, and engineers at Georgia Tech, IBM, Intel Lab, ADP, UCLA, Tongji, SJTU, and Fudan.