3 papers
cs.LG2025
Machine-Learning Driven Load Shedding to Mitigate Instability Attacks in Power Grids
Justin Tackett, Benjamin Francis, Luis Garcia +2
Critical infrastructures are becoming increasingly complex as our society becomes increasingly dependent on them. This complexity opens the door to new possibilities for attacks an…
cs.LG2024
An information-matching approach to optimal experimental design and active learning
Yonatan Kurniawan, Tracianne B. Neilsen, Benjamin L. Francis +7
The efficacy of mathematical models heavily depends on the quality of the training data, yet collecting sufficient data is often expensive and challenging. Many modeling applicatio…
cond-mat.stat-mech2018
Unwinding the model manifold: choosing similarity measures to remove local minima in sloppy dynamical systems
Benjamin L. Francis, Mark K. Transtrum
In this paper, we consider the problem of parameter sensitivity in models of complex dynamical systems through the lens of information geometry. We calculate the sensitivity of mod…