Bayesian probabilistic numerical methods

J Cockayne, CJ Oates, TJ Sullivan, M Girolami - SIAM review, 2019 - SIAM
Over forty years ago average-case error was proposed in the applied mathematics literature
as an alternative criterion with which to assess numerical methods. In contrast to worst-case …

Information field theory and artificial intelligence

T Enßlin - Entropy, 2022 - mdpi.com
Information field theory (IFT), the information theory for fields, is a mathematical framework
for signal reconstruction and non-parametric inverse problems. Artificial intelligence (AI) and …

A Reputation Game Simulation: Emergent Social Phenomena from Information Theory

T Enßlin, V Kainz, C Bœhm - Annalen der Physik, 2022 - Wiley Online Library
Reputation is a central element of social communications, be it with human or artificial
intelligence (AI), and as such can be the primary target of malicious communication …

Dynamical field inference and supersymmetry

M Westerkamp, I Ovchinnikov, P Frank, T Enßlin - Entropy, 2021 - mdpi.com
Knowledge on evolving physical fields is of paramount importance in science, technology,
and economics. Dynamical field inference (DFI) addresses the problem of reconstructing a …

Consistency and convergence of simulation schemes in information field dynamics

M Dupont, T Enßlin - Physical Review E, 2018 - APS
We explore a new simulation scheme for partial differential equations (PDE's) called
information field dynamics (IFD). Information field dynamics is a probabilistic numerics …

Probabilistic simulation of partial differential equations

P Frank, TA Enßlin - arXiv preprint arXiv:2010.06583, 2020 - arxiv.org
Computer simulations of differential equations require a time discretization, which inhibits to
identify the exact solution with certainty. Probabilistic simulations take this into account via …

[PDF][PDF] Theoretical modeling of commu-nication dynamics

T Enßlin, V Kainz, C Bœhm - arXiv preprint, 2021 - academia.edu
Communication is a cornerstone of social interactions, be it with human or artificial
intelligence (AI). Yet it can be harmful, depending on the honesty of the exchanged …

Galactic dust and dynamics

RH Leike - 2020 - edoc.ub.uni-muenchen.de
Physics is about building a model of the world. Building a model can have two different
interpretations. On the one hand, it can refer to the construction of a model that mimics the …