Statistics & Optimization for Trustworthy AI

Our Research

We develop principled and empirically-impactful AI/ML methods

  • mathematical foundations for transformers, sequence modeling, and capabilities of language models
  • core optimization and statistical learning theory
  • language model reasoning and reinforcement learning
  • trustworthy language and time-series (foundation) models

Recent news

We are grateful for our research sponsors