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Wolfram Barfuss
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Stewardship of global collective behavior
JB Bak-Coleman, M Alfano, W Barfuss, CT Bergstrom, MA Centeno, ...
Proceedings of the National Academy of Sciences 118 (27), e2025764118, 2021
2802021
Parsimonious modeling with information filtering networks
W Barfuss, GP Massara, T Di Matteo, T Aste
Physical Review E 94 (6), 062306, 2016
832016
Caring for the future can turn tragedy into comedy for long-term collective action under risk of collapse
W Barfuss, JF Donges, VV Vasconcelos, J Kurths, SA Levin
Proceedings of the National Academy of Sciences 117 (23), 12915-12922, 2020
572020
When optimization for governing human-environment tipping elements is neither sustainable nor safe
W Barfuss, JF Donges, SJ Lade, J Kurths
Nature communications 9 (1), 2354, 2018
492018
Deterministic limit of temporal difference reinforcement learning for stochastic games
W Barfuss, JF Donges, J Kurths
Physical Review E 99 (4), 043305, 2019
472019
Earth system modeling with endogenous and dynamic human societies: the copan: CORE open World–Earth modeling framework
JF Donges, J Heitzig, W Barfuss, M Wiedermann, JA Kassel, T Kittel, ...
Earth System Dynamics 11 (2), 395-413, 2020
462020
Sustainable use of renewable resources in a stylized social–ecological network model under heterogeneous resource distribution
W Barfuss, JF Donges, M Wiedermann, W Lucht
Earth System Dynamics 8, 255–264, 2017
432017
Taxonomies for structuring models for World–Earth systems analysis of the Anthropocene: subsystems, their interactions and social–ecological feedback loops
JF Donges, W Lucht, SE Cornell, J Heitzig, W Barfuss, SJ Lade, ...
Earth System Dynamics 12 (4), 1115-1137, 2021
352021
Deep reinforcement learning in World-Earth system models to discover sustainable management strategies
FM Strnad, W Barfuss, JF Donges, J Heitzig
Chaos: An Interdisciplinary Journal of Nonlinear Science 29 (12), 2019
222019
Earth system modeling with endogenous and dynamic human societies: the copan: CORE open World–Earth modeling framework
JF Donges, J Heitzig, W Barfuss, JA Kassel, T Kittel, JJ Kolb, T Kolster, ...
Earth System Dynamics Discussions, 2018
19*2018
Dynamical systems as a level of cognitive analysis of multi-agent learning: Algorithmic foundations of temporal-difference learning dynamics
W Barfuss
Neural Computing and Applications 34 (3), 1653-1671, 2022
172022
The physics of governance networks: critical transitions in contagion dynamics on multilayer adaptive networks with application to the sustainable use of renewable resources
F Geier, W Barfuss, M Wiedermann, J Kurths, JF Donges
The European Physical Journal Special Topics 228, 2357-2369, 2019
172019
From math to metaphors and back again: Social-ecological resilience from a multi-agent-environment perspective
JF Donges, W Barfuss
GAIA-Ecological Perspectives for Science and Society 26 (1), 182-190, 2017
172017
Intrinsic fluctuations of reinforcement learning promote cooperation
W Barfuss, JM Meylahn
Scientific reports 13 (1), 1309, 2023
152023
Reinforcement Learning Dynamics in the Infinite Memory Limit
W Barfuss
19th International Conference on Autonomous Agents and Multi-Agent Systems …, 2020
152020
Perspectives on adaptive dynamical systems
J Sawicki, R Berner, SAM Loos, M Anvari, R Bader, W Barfuss, N Botta, ...
Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (7), 2023
122023
Modeling the effects of environmental and perceptual uncertainty using deterministic reinforcement learning dynamics with partial observability
W Barfuss, RP Mann
Physical Review E 105 (3), 034409, 2022
112022
Towards a unified treatment of the dynamics of collective learning
W Barfuss
AAAI Spring Symposium: Challenges and Opportunities for Multi-Agent …, 2020
92020
Geometric effects in random assemblies of ellipses
J Lovrić, S Kaliman, W Barfuss, GE Schröder-Turk, AS Smith
Soft matter 15 (42), 8566-8577, 2019
82019
A thought experiment on sustainable management of the earth system
J Heitzig, W Barfuss, JF Donges
Sustainability 10 (6), 1947, 2018
82018
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Articles 1–20