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FAIR Universe: Benchmarks for Systematics-Aware Machine Learning in Particle Physics and Cosmology
Presenter
- Po-Wen Chang
May 20, 2025
IMSI
Computing EVPPI and EVSI for decision making under uncertainty
Presenter
- Mike Giles
May 20, 2021
IMSI
Physics-Constrained Data-Driven Modeling : A Vision for Prediction, Design and Operation of Complex Systems
Presenter
- Karthik Duraisamy
March 8, 2018
IMA
Active Sampling for Optimizing Prediction Model Reliability
Presenter
- Georg Krempl
September 15, 2016
IMA
A Kernel-Based Approach for Modelling Gaussian Processes with Functional Information
Presenter
- Andrew Brown
May 22, 2025
IMSI
Latent Variable Gaussian Process (LVGP) for Adaptive, Interpretable, and Multi-Fidelity Design of Emerging Materials and Structures
Presenter
- Wei Chen
April 1, 2025
IMSI
Strategic Framework for Designing Trustworthy Deep Learning Surrogate Models
Presenter
- Danial Faghihi
February 25, 2025
IMSI
Daniel Schwen - MOOSE: Parallel sampling for rare event probabilities & inverse Bayesian inference
Presenter
- Daniel Schwen
March 30, 2023
IPAM
High-resolution climate modeling using coarse-scale models and reanalysis data
Presenter
- Themistoklis Sapsis
November 3, 2022
IMSI
Model-Based Trajectory Inference for Single-Cell RNA Sequencing Using Deep Learning with a Mixture Prior
Presenter
- Jingshu Wang
August 31, 2021
IMSI
The Effectiveness of Nonconvex Tensor Completion: Fast Convergence and Uncertainty Quantification
Presenter
- Yuxin Chen
May 19, 2021
IPAM