💡 I research deep learning methods for structured data,
focusing on real-life applications and often to source code.
Machine Learning for Code
- 🔎 Learned program analyses
- 🐛 Bug detection & repair
- 🧱 Building blocks for learning-to-reason over code
- 🚀 Practically deployment of developer tools
Machine Learning for Structured & Dynamic Objects
- 🧠 Understanding, reasoning about, and predicting structured objects
- ⚡ Graph Neural Networks
🔥 Highlighted Publications (Full list)
💼 Deep Program Understanding,
Machine Intelligence,
Microsoft Research, Cambridge, UK
