Short Course Schedule
Monday, June 30, 2025
Instructors

Likun Zhang
University of Missouri

Jordan Richards
University of Edinburgh

Reetam Majumder
University of Arkansas
Monday, June 30, 2025
Location:
Session 1: Foundations of Extreme Value Theory (EVT; keep this short) |
Introduction to univariate EVT
|
Modeling non-stationarity via covariates
|
Session 2: Introduction to Neural Networks with Keras |
Overview of TensorFlow/Keras basics
|
Gaussian regression as a motivating bridge |
Session 3: Semi-parametric quantile regression (SPQR) for density estimation |
Modeling the full conditional distribution |
Applications in probabilistic forecasting and tail risk assessment |
Case Study: Bias correction of climate model output
|
Looking forward: density estimation for weather and climate extremes |
Session 4: Modern ML/DL Approaches for Dependent Extremes |
Transition to flexible GEV/GPD regression frameworks |
Other use cases: dependence modelling |
Other options for GPD regression: decision trees, GBEX, EVGAM, erf |
Overview of current research frontiers in deep learning for spatial-temporal extremes
|
Discussion of challenges: uncertainty quantification, extrapolation, and interpretability |
Ongoing work and insights from our forthcoming book chapter on ML for extremes
|
Conference Schedule
Monday, June 30, 2025
Time | Title | Location |
8-8:30 AM | Check-In | Leadership Lounge |
8:30-8:45 AM | Welcoming remarks Dr. Cooper Drury Dr. Scott Holan | Leadership Auditorium |
8:45-10:45 Am | Short Course (Only for Short Course registered participants)
| Leadership Auditorium |
10:45-11 AM | Break (Coffee/Refreshments) | Leadership Lounge |
11-12:30 PM | Session 1 Advances in Modeling and Uncertainty Assessment for Heat and Fire Extremes
| Leadership Auditorium |
12:30-1:45 PM | Lunch (on your own) | First Floor Seating Area |
1:45-2:45 PM | Session 2 Modern Methods for Multivariate Extreme Value Modeling (I)
| Leadership Auditorium |
2:45-3 PM | Break (Coffee/Refreshments) | Leadership Lounge |
3 - 4 PM | Session 3 Modern Methods for Multivariate Extreme Value Modeling (II)
| Leadership Auditorium |
4-5:30 PM | Poster Session | Leadership Lounge |
Tuesday, July 1, 2025
Time | Title | Location |
8:30-10 AM | Session 4 Quantifying Risk of Cascading and Compound Extremes in Critical Systems
| Leadership Auditorium |
10-10:15 AM | Break (Coffee/Refreshments) | Leadership Lounge |
10:15-12:15 PM | Session 5 Next-Gen Weather Generators for Extremes: From Stochastic Models to Huge Fourier Neural Ensembles
Discussant: Kotamarthi, Rao | Leadership Auditorium |
12:15-1:30 PM | Lunch (on your own) | First Floor Seating Area |
1:30-3 PM | Session 6 Targeting the Tail: Conditional, Censored, and Threshold-Based Approaches
| Leadership Auditorium |
3-3:30 PM | Break (Coffee/Refreshments) | Leadership Lounge |
3:30-5 PM | Session 7 Modeling Precipitation Extremes: Calibration, Comparison, and Decomposition
| Leadership Auditorium |
6 PM | Conference Dinner Blufftop Bistro (Free for all registered participants)
| 14020 W. Hwy BB Rocheport, MO 65279 |
Wednesday, July 2, 2025
Time | Title | Location |
8:30-10 AM | Session 8 Advances in Predictive Modeling and Tail Risk Assessment for Natural Hazards
| Leadership Auditorium |
10-10:15 AM | Break (Coffee/Refreshments) | Leadership Lounge |
10:15-12:15 PM | Session 9 Scalable Inference and Spatial Analysis for Climate and Environmental Extremes
Discussant: Richard Smith | Leadership Auditorium |
1:30-2:15 PM | Closing Remarks
| Leadership Auditorium |