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concept:distributed-credit-assignmentDistributed credit assignment
The challenge of assigning reward to individual parts in a distributed system; central to collective intelligence.
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concept
- Credit Assignmentextendsrelated_toThe problem of determining which parts of a system should be reinforced for overall success; fundamental in both evolution and learning.
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Fundamental problem in all cognition: how distributed components learn which actions to reinforce; central to understanding collective intelligence.
- Cognitive process spread across human and non-human agents; a goal of Pask’s and Friedman’s cybernetic diagrams.
- Idea that information is spread across many neurons; superposition is a subtype.
- The core method introduced in this paper: finds alignments between high-level causal variables and distributed neural representations via gradient descent.