2 papers
stat.CO2026
Variational Transdimensional Inference
Laurence Davies, Dan Mackinlay, Rafael Oliveira +1
The expressiveness of flow-based models combined with stochastic variational inference (SVI) has expanded the application of optimization-based Bayesian inference to highly complex…
eess.IV2025
PC-SRGAN: Physically Consistent Super-Resolution Generative Adversarial Network for General Transient Simulations
Md Rakibul Hasan, Pouria Behnoudfar, Dan MacKinlay +1
Machine Learning, particularly Generative Adversarial Networks (GANs), has revolutionised Super-Resolution (SR). However, generated images often lack physical meaningfulness, which…