Advances in Active Learning and Emulation for Multi-Fidelity Simulations

Chih-Li Sung
April 4, 2025

Rational Kriging

Roshan Joseph
April 4, 2025

Building GP Surrogate Model with High-Dimensional Input

Lulu Kang
April 4, 2025

A transport map approach for Bayesian inference of dynamic inverse problems with heavy-tailed priors.

Mirjeta Pasha
April 3, 2025

Probabilistic Learning on Manifolds (PLoM) with Transient Diffusion Kernels

Roger Ghanem
April 3, 2025

Return of the Latent Space Cowboys: Rethinking the use of VAEs in Bayesian Optimisation over Structured Spaces

Henry Moss
April 3, 2025

Adaptive Sampling Methods for Inference involving Computationally Intensive Models

Andrew Duncan
April 3, 2025

Solving Roughly Forced Nonlinear PDEs via Misspecified Kernel Methods and Neural Networks

Matthieu Darcy
April 3, 2025

Respecting the boundaries: Space-filling designs for surrogate modeling with boundary information

Simon Mak
April 2, 2025