I am a PhD candidate in Computer Science at William & Mary, with over 5 years of experience in machine learning and software engineering research. My main focus is on exploring the synergies of causal inference and deep learning to automate and improve software maintenance tasks, such as bug fixing, code summarization, and traceability link recovery.