User profiles for Kai J. Sandbrink

Kai Sandbrink

ETH Zurich
Verified email at ethz.ch
Cited by 89

Task-driven hierarchical deep neural network models of the proprioceptive pathway

KJ Sandbrink, P Mamidanna, C Michaelis, MW Mathis… - BioRxiv, 2020 - biorxiv.org
Biological motor control is versatile and efficient. Muscles are flexible and undergo continuous
changes requiring distributed adaptive control mechanisms. How proprioception solves …

Contrasting action and posture coding with hierarchical deep neural network models of proprioception

KJ Sandbrink, P Mamidanna, C Michaelis, M Bethge… - Elife, 2023 - elifesciences.org
Biological motor control is versatile, efficient, and depends on proprioceptive feedback.
Muscles are flexible and undergo continuous changes, requiring distributed adaptive control …

[HTML][HTML] Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe

…, G Leech, B Snodin, J Ahuja, JB Sandbrink… - Nature …, 2021 - nature.com
European governments use non-pharmaceutical interventions (NPIs) to control resurging
waves of COVID-19. However, they only have outdated estimates for how effective individual …

Understanding the effectiveness of government interventions in Europe's second wave of COVID-19

…, G Leech, B Snodin, J Ahuja, JB Sandbrink… - MedRxiv, 2021 - medrxiv.org
As European governments face resurging waves of COVID-19, non-pharmaceutical interventions
(NPIs) continue to be the primary tool for infection control. However, updated estimates …

Mask wearing in community settings reduces SARS-CoV-2 transmission

…, JT Monrad, JB Sandbrink… - Proceedings of the …, 2022 - National Acad Sciences
The effectiveness of mask wearing at controlling severe acute respiratory syndrome
coronavirus 2 (SARS-CoV-2) transmission has been unclear. While masks are known to …

[HTML][HTML] A dataset of non-pharmaceutical interventions on SARS-CoV-2 in Europe

…, C Rogers-Smith, G Leech, B Snodin, JB Sandbrink… - Scientific Data, 2022 - nature.com
During the second half of 2020, many European governments responded to the resurging
transmission of SARS-CoV-2 with wide-ranging non-pharmaceutical interventions (NPIs). …

Mass mask-wearing notably reduces COVID-19 transmission

G Leech, C Rogers-Smith, JB Sandbrink, B Snodin… - MedRxiv, 2021 - medrxiv.org
Mask-wearing has been a controversial measure to control the COVID-19 pandemic. While
masks are known to substantially reduce disease transmission in healthcare settings [ 1 – 3 ], …

[HTML][HTML] Modelling cognitive flexibility with deep neural networks

K Sandbrink, C Summerfield - Current Opinion in Behavioral Sciences, 2024 - Elsevier
Highlights • We review recent advances in endowing deep RL systems with cognitive
flexibility. • Dual-process RL unifies habit-driven System I and deliberative System II policies. • …

Learning the value of control with Deep RL

KJ Sandbrink, C Summerfield, L Hunt - 2024 - osf.io
The ability to accurately sense and respond to changes in one's own level of control into
decision-making is a critical both for decision-making and for credit assignment. However, the …

Time series forecasting of air quality based on regional numerical modeling in Hong Kong

T Liu, AKH Lau, K Sandbrink… - Journal of Geophysical …, 2018 - Wiley Online Library
Based on prevailing numerical forecasting models (Community Multiscale Air Quality [CMAQ]
model , Comprehensive Air Quality Model with Extensions, and Nested Air Quality …