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Deep Gaussian processes for estimation of failure probabilities in complex systems
Presenter
- Annie Booth
May 20, 2025
IMSI
Computationally efficient uncertainty quantification for sparse Bayesian learning
Presenter
- Jan Glaubitz
May 8, 2025
ICERM
Towards a Digital Twin Framework with Uncertainty Quantification: Machine Learning, Bayesian Optimization and Model Predictive Control
Presenter
- Wei Chen
April 23, 2025
IMSI
Combining reinforcement learning with graph convolutional neural networks for efficient design of TiAl/TiAlN atomic-scale interfaces
Presenter
- Houlong Zhang
April 22, 2025
IMSI
Generating Representative Point Samples from Probability Distributions
Presenter
- Nathan Kirk
March 31, 2025
IMSI
Molecular Motors Transport RNA in Biomolecular Condensates
Presenter
- Kimberly Mowry
January 21, 2025
ICERM
Estimating Rare Event Probabilities in Reflecting Brownian Motion
Presenter
- Kevin Leder
September 15, 2024
ICERM
Understanding diffusion in complex materials using machine learning and a variational approach
Presenter
- Dallas Trinkle
May 16, 2024
IMSI
Active learning of Boltzmann samplers and potential energies with quantum mechanical accuracy
Presenter
- Pilar Cossio
April 25, 2024
IMSI
Mathematical aspects of coarse graining: functional inequalities and quasi-stationary distributions
Presenter
- Tony Leli\u00e8vre
April 23, 2024
IMSI