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