Table of Content

• Whats on my Mind Now – Current Research Projects / Interersts
  • Representation Collapse
  • Uncertainty Quantification
• Still Churning the Old Thoughts – Research Topics that also Interest Me!
  • Data Valuation
  • Distributionally Robust Optimization
• Once Upon a Research Time – Past Research Projects
  • Multimodal Machine Learning
  • Computational Social Science
• Research Collaborators

Current Research Projects / Interersts

Foundation models have heralded a new era in modern machine learning. They are trained on massive raw data at scale and work well on a wide range of tasks with little to no fine-tuning. My research focuses on:

• Building a principled understanding of when and why they work or fail.
• The science behind their generalization capabilities.
• Avenues for improving their reliability and trustworthiness.

Research Topics that also Interest Me

Past Research Projects