Research

Conference Papers

  • M. Trautner, G. Margolis, and S. Ravela, "Informative Neural Ensemble Kalman Learning." DDDAS-2020. (arxiv)

Preprints

  • M. Trautner, Z. Li, and S. Ravela, "Learn Like The Pro: Norms from Theory to Size Neural Computation," 2021. (arxiv)

Current Projects (Last updated 07/21)

  • Theory of opinion dynamics: For a continuous-time opinion influence model, what qualitative features occur under different assumptions?

  • Sequential optimal experiment design: In the case of an evolving dynamical system that we can access only via costly sequential measurement, does an optimal policy exist to perform such measurements under certain conditions?

  • Quantum shadow tomography (Summer 2021 at Sandia)