Journal article

Evolving reservoir computers reveal bidirectional coupling between predictive power and emergent dynamics

Publication status:: Published

Peer review status:: Peer reviewed

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APA Style

Tolle, H. M., Luppi, A. I., Seth, A. K., & Mediano, P. A. (2026). Evolving reservoir computers reveal bidirectional coupling between predictive power and emergent dynamics. Patterns, 7(3).

MLA Style

Tolle, HM, et al. “Evolving Reservoir Computers Reveal Bidirectional Coupling between Predictive Power and Emergent Dynamics.” Patterns, vol. 7, no. 3, 2026.

Chicago Style

Tolle, HM, AI Luppi, AK Seth, and PA Mediano. 2026. “Evolving Reservoir Computers Reveal Bidirectional Coupling between Predictive Power and Emergent Dynamics.” Patterns 7 (3).
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Files:: Tolle_et_al_2026_Evolving_reservoir_computers.pdf

(Preview, Version of record, pdf, 4.2MB, Terms of use)

Publisher copy:: 10.1016/j.patter.2025.101457

Authors

+ Tolle, HM More by this author

Role:: Author

+ Luppi, AI More by this author

Institution:: University of Oxford
Division:: MSD
Department:: Psychiatry
Sub department:: Psychiatry
Role:: Author

+ Seth, AK More by this author

Role:: Author

+ Mediano, PA More by this author

Role:: Author

+ Wellcome Trust More from this funder

Funder identifier:: https://ror.org/029chgv08

+ European Research Council More from this funder

Funder identifier:: https://ror.org/0472cxd90

Publisher:: Cell Press
Journal:: Patterns More from this journal
Volume:: 7
Issue:: 3
Publication date:: 2026-02-06
Acceptance date:: 2025-11-27
DOI:: 10.1016/j.patter.2025.101457
EISSN:: 2666-3899
ISSN:: 2666-3899

Language:: English
Keywords:: Partial Information Decomposition

Recurrent Neural Networks

Information theory

Neuromorphic Networks

Network Neuroscience

synergy

Reservoir Computing

Causal Emergence

Time-series Prediction

Human Connectome
Source identifiers:: 4004943
Deposit date:: 2026-05-01
ARK identifier:: ark:/29072/ora_5eaa2230d60743bc8dbda0758d35e720

Terms of use

Copyright date:: 2026

Licence:: CC Attribution (CC BY)

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