2 papers
stat.ML2026
From Mice to Trains: Amortized Bayesian Inference on Graph Data
Svenja Jedhoff, Elizaveta Semenova, Aura Raulo +2
Graphs arise across diverse domains, from biology and chemistry to social and information networks, as well as in transportation and logistics. Inference on graph-structured data r…
stat.CO2025
SMRS: advocating a unified reporting standard for surrogate models in the artificial intelligence era
Elizaveta Semenova, Alisa Sheinkman, Timothy James Hitge +2
Surrogate models are widely used to approximate complex systems across science and engineering to reduce computational costs. Despite their widespread adoption, the field lacks sta…