Topics of recent interest include:

  • Bayesian computation
  • Data-driven decision making
  • Foundations of deep learning
  • Interpretable machine learning
  • Language and diffusion models
  • Nonparametric inference
  • Probabilistic forecasting
  • Randomized algorithms
  • Reinforcement learning
  • Statistical learning theory
  • Stochastic optimization
  • Uncertainty quantification
  • Variational inference
  • Veridical data science