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

• Multimodal representation learning : foundation models for table recognition (UniTable, Table Transformer, Self-supervised Pretraining), efficient text embedding models (coming soon!), and structural health monitoring (system identification).
• Robust machine learning models : LLM landscape (LLM safety basin), robust CNN design principles (#1 on RobustBench CIFAR-10, BMVC Best Poster Award), and multi-task person tracking (SkeleVision).

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