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 | 292 | 2021 |
Parsimonious modeling with information filtering networks W Barfuss, GP Massara, T Di Matteo, T Aste Physical Review E 94 (6), 062306, 2016 | 85 | 2016 |
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 | 57 | 2020 |
Deterministic limit of temporal difference reinforcement learning for stochastic games W Barfuss, JF Donges, J Kurths Physical Review E 99 (4), 043305, 2019 | 49 | 2019 |
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 | 49 | 2018 |
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 | 48 | 2020 |
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 | 43 | 2017 |
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 | 35 | 2021 |
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 | 27 | 2019 |
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 |
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 | 17 | 2023 |
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 | 17 | 2022 |
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 | 17 | 2019 |
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 | 17 | 2017 |
Reinforcement Learning Dynamics in the Infinite Memory Limit W Barfuss 19th International Conference on Autonomous Agents and Multi-Agent Systems …, 2020 | 16 | 2020 |
Intrinsic fluctuations of reinforcement learning promote cooperation W Barfuss, JM Meylahn Scientific reports 13 (1), 1309, 2023 | 15 | 2023 |
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 | 11 | 2022 |
Towards a unified treatment of the dynamics of collective learning W Barfuss AAAI Spring Symposium: Challenges and Opportunities for Multi-Agent …, 2020 | 9 | 2020 |
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 | 8 | 2019 |
A thought experiment on sustainable management of the earth system J Heitzig, W Barfuss, JF Donges Sustainability 10 (6), 1947, 2018 | 8 | 2018 |