Resume
Academic Achievements
- Published multiple papers in top venues including NeurIPS, ICML, Science, Nature Machine Intelligence, and JCTC
- Developed PPFT (Property Prediction Fine-Tuning), a method to fine-tune diffusion models using ensemble statistics
- Proposed chemically transferable generative backmapping of coarse-grained proteins (ICML 2022)
- Introduced geodesic interpolation-based data augmentation for accelerated MD simulations (JCTC)
- Contributed to flow matching methods for accelerated atomic transport simulation (Nature Machine Intelligence 2024)
- Several papers selected as Oral Spotlight or Spotlight presentations at NeurIPS and other workshops
- Multiple papers marked as co-first author or co-corresponding author