Henning, Christian and von Oswald, Johannes and Sacramento, Joao and Surace, Simone Carlo and Pfister, Jean-Pascal and Grewe, Benjamin F. Approximating the Predictive Distribution via Adversarially-Trained Hypernetworks, Bayesian Deep Learning Workshop, NeurIPS (Spotlight), 2018

Surace S.C., Pfister J.P., Gerstner W. and Brea J. On the choice of metric in gradient-based theories of brain function, arXiv, 2018

Anna Kutschireiter, Simone Carlo Surace, Henning Sprekeler, Jean-Pascal Pfister Nonlinear Bayesian filtering and learning: a neuronal dynamics for perception, Nature Scientific Reports, 7:(1), 2017 pdf

Surace, S. C. and Kutschireiter, A. and Pfister, J.-P. How to avoid the curse of dimensionality: scalability of particle filters with and without importance weights, arXiv.org, 2017 pdf

Surace, Simone Carlo and Pfister, Jean-Pascal Online Maximum Likelihood Estimation of the Parameters of Partially Observed Diffusion Processes, ArXiv - Mathematics, 2017 pdf

Anna Kutschireiter, Simone Carlo Surace, Henning Sprekeler, Jean-Pascal Pfister The Neural Particle Filter, ArXiv, 2016

Kutschireiter, A. and Surace, S.C. and Sprekeler, H and Pfister, J.P. A Neural Implementation for Nonlinear Filtering, ArXiv, 1508.06818:, 2015 paper

Surace, Simone Carlo and Pfister, Jean-Pascal A Statistical Model for In Vivo Neuronal Dynamics, PLOS ONE, 10:(11), 2015 paper

Surace, Simone Carlo and Pfister, Jean-Pascal A statistical model for in vivo neuronal dynamics, ArXiv, 2014 paper