Simulation intelligence: Towards a new generation of scientific methods
The original" Seven Motifs" set forth a roadmap of essential methods for the field of scientific
computing, where a motif is an algorithmic method that captures a pattern of computation …
computing, where a motif is an algorithmic method that captures a pattern of computation …
Simulation-based inference for efficient identification of generative models in computational connectomics
Recent advances in connectomics research enable the acquisition of increasing amounts of
data about the connectivity patterns of neurons. How can we use this wealth of data to …
data about the connectivity patterns of neurons. How can we use this wealth of data to …
Compartmental Models for COVID-19 and Control via Policy Interventions
S Mehta, N Kasmanoff - arXiv preprint arXiv:2203.02860, 2022 - arxiv.org
We demonstrate an approach to replicate and forecast the spread of the SARS-CoV-2
(COVID-19) pandemic using the toolkit of probabilistic programming languages (PPLs). Our …
(COVID-19) pandemic using the toolkit of probabilistic programming languages (PPLs). Our …
Data assimilation as simulation-based inference
G Andry - 2023 - matheo.uliege.be
Complex dynamical systems are found across various scientific disciplines, representing
phenomena like atmospheric and oceanic behavior, brain activity, robot state in its …
phenomena like atmospheric and oceanic behavior, brain activity, robot state in its …
Deep transfer learning with Bayesian inference
A Gambardella - 2021 - ora.ox.ac.uk
Since the deep learning revolution, a general trend in machine learning literature has been
that large, deep models will consistently outperform small, shallow models. This trend …
that large, deep models will consistently outperform small, shallow models. This trend …
[PDF][PDF] Differentiable programming and design optimization
AG Baydin - 2021 - indico.cern.ch
Differentiable programming and design optimization Page 1 Differentiable programming and
design optimization Atılım Güneş Baydin gunes@robots.ox.ac.uk First MODE Workshop on …
design optimization Atılım Güneş Baydin gunes@robots.ox.ac.uk First MODE Workshop on …