hypothesis

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prediction:connectionist-learning-principles-apply-equally-to-evolutionary-systems-where-variation-and-selection-alter-network-organization-instantiating-distributed-learning-at-evolutionary-timescales

Connectionist learning principles apply equally to evolutionary systems where variation and selection alter network organization, instantiating distributed learning at evolutionary timescales.

Source paper

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The collective intelligence of evolution and development

(2023) · Watson, Richard · Levin, Michael

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Papers (1)

paper

The collective intelligence of evolution and development
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Related by similarity (8)

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Can The Principles Of Connectionist Learning And Evolutionquestion0.861
The application of connectionist models also extends into the domain of evolutionary systems, where the connections of a network are changed by variation and selection.claim0.857
Formal equivalence between evolutionary variation/selection and connectionist learning.
Connectionist models of cognition and learning identify conditions where collective intelligence can arise bottom-up, using only distributed learning mechanisms without system-level or global feedback.claim0.855
Central claim about the power of connectionism.
Can Evolutionary Connectionism Provide Formal Equivalence Between Learningquestion0.825
How Do The Principles Of Connectionist Learning Andquestion0.820
Connectionist Approach To Evolutionary Transitions In Individualityframework0.807
Evolution is more intelligent than we realised, equivalent to connectionist learningclaim0.806
Interpretive stance that the formal equivalence implies cognitive capabilities in evolution
Reinforcement learning acting on individual characteristics affecting their connections to others can result in dynamics that are equivalent to unsupervised learning at the system scale.claim0.799
Key insight linking individual rewards to system-level learning.

Cross-corpus bridges (12)

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How do the principles of connectionist learning and deep learning apply to evolutionary system-level adaptation?questions/how-do-the-principles-of-connectionist-learning-and.md0.897
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Evolutionary Connectionismframeworks/evolutionary-connectionism.md0.861
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What mechanisms enable natural selection to produce non-decomposable functional relationships and collective phenotypes bottom-up?questions/what-mechanisms-enable-natural-selection-to-produce-nondecomposable.md0.854
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Evolutionary Connectionismconcepts/systems/evolutionary-connectionism.md0.850
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Can evolutionary connectionism provide formal equivalence between learning and evolution explaining transitions?questions/can-evolutionary-connectionism-provide-formal-equivalence-between-learning.md0.847
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Can the principles of connectionist learning and evolution be applied to understand cancer as dysregulated morphogenesis?questions/can-the-principles-of-connectionist-learning-and-evolution.md0.838
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Connectionist Learning Modelsframeworks/connectionist-learning.md0.835
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Connectionist Frameworkframeworks/connectionist-learning-framework.md0.832
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Can evolution be more intelligent than we realized through formal equivalence with learning?questions/can-evolution-be-more-intelligent-than-we-realized.md0.831
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Connectionist Framework Of Individualityframeworks/connectionist-framework-of-individuality.md0.831
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How can distributed learning in multi-scale biological systems increase system-level welfare without system-level reward signals?questions/how-can-distributed-learning-in-multiscale-biological-systems.md0.826
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Connectionist Approach To Evolutionary Transitions In Individualityframeworks/connectionist-approach-to-evolutionary-transitions-in-individuality.md0.825