Tutorials

• Data Heterogeneity Modeling for Trustworthy Machine Learning
  KDD'25 Tutorial — ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2025
  Location: Toronto, Canada
  slides

• Data Heterogeneity Analysis for Out-of-Distribution Generalization
  CoLLAs'24 Tutorial — Conference on Lifelong Learning Agents 2024
  Location: Pisa, Italy
  slides

• Model the Data Heterogeneity for Out-of-Distribution Generalization
  SDM'24 Tutorial — SIAM International Conference on Data Mining 2024
  Location: Houston, US

• Modeling & Exploiting Data Heterogeneity under Distribution Shifts
  NeurIPS'23 Tutorial — Neural Information Processing Systems 2023
  Location: New Orleans, US
  slides

Talks

• Generalizable Machine Learning via Inductive Modeling of Distribution Shifts
  Jump Trading
  Location: Shanghai
  slides

• Generalizable Machine Learning via Inductive Modeling of Distribution Shifts
  Ubiquant
  Location: Beijing

• An Inductive Modeling of Distribution Shifts Enhances Trustworthy AI
  AI Trustworthiness and Risk Assessment Scientific Seminars (ATRASS#5)
  Location: Online
  slides

• Stability Evaluation via Distributional Perturbation Analysis.
  INFORMS'24 Annual Meeting — Advances in Data-Driven Distributionally Robust Optimization Location: Seattle, US
  slides