Big Data Theory Group


Things are similar: this makes science possible; things are different: this makes science necessary.

Postdoc Recruiting

Please send me your CV if you are interested in working on statistical theory for deep learning and online learning. Please see my research page for examples.

Research Theme

  • Deep Learning Theory: theory-inspired algorithms and theoretical understanding of deep learning phenomena;
  • Trustworthy AI: interpretability, privacy, causality and robustness;
  • Statistical Machine Learning for big data or high dimensional data
Please see my research page for details.

Group News


  • NSF-DMS, NSF-CDS&E, ONR, Adobe, Institute for Advanced Study, SAMSI, Simons Foundation, Clinical and Translational Science Institute.