perspectivephilosophical
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The question exposes an ontological ambiguity in the word parameter. If a transient activation pattern implements the same input-output transformation as altered weights, functionalism treats the two as equivalent. A physicalist account does not: one state survives deployment and the other vanishes when the context window is cleared. The distinction resembles the difference between remembering a rule in a notebook and reconstructing it afresh from instructions. Both guide action, but only one changes the enduring system.
controversy
Supporting arguments
- Functional equivalence does not imply physical identity.
- Persistence is a criterion of ordinary memory.
- A system can reproduce learning behaviour without undergoing conventional training.
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