1 citations · 1 across the 4 of their papers we have counts for
3 papers · 1 filter
Out-of-Distribution Detection in Molecular Complexes via Diffusion Models for Irregular Graphs
David Graber, Victor Armegioiu, Rebecca Buller +1
Predictive machine learning models generally excel on in-distribution data, but their performance degrades on out-of-distribution (OOD) inputs. Reliable deployment therefore requir…
Functional Neural Wavefunction Optimization
Victor Armegioiu, Juan Carrasquilla, Siddhartha Mishra +4
We propose a framework for the design and analysis of optimization algorithms in variational quantum Monte Carlo, drawing on geometric insights into the corresponding function spac…
Rectified Flows for Fast Multiscale Fluid Flow Modeling
Victor Armegioiu, Yannick Ramic, Siddhartha Mishra
Statistical surrogate modeling of fluid flows is hard because dynamics are multiscale and highly sensitive to initial conditions. Conditional diffusion surrogates can be accurate,…