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concept:naive-conjunctive-memory-scaling-problem

Naive Conjunctive Memory Scaling Problem

Problem that naive triple-conjunction in TEM would increase hippocampal neuron count by factor nc; TEM-t avoids this.

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

  • Cognitive scalingconcept0.749
    Process by which low-level competencies scale to larger problem-solving abilities across levels of organization.
  • Processes scaling goals and stressors form positive feedback loop with modularity; both arise from and potentiate power of evolution, enabling specific predictions for cognitive capacity scaling.
  • Interpretive process for transforming many-valued contexts into formal contexts via scale attributes.
  • The process by which smaller agents join into a larger emergent Self with expanded cognitive light cones, mediated by gap junctions.
  • Multitask Scalingconcept0.714
    The pressure on models trained on more tasks to find representations that generalize across all tasks, reducing the solution space
  • Argues that there are fewer representations competent for N tasks than M<N tasks, so more general models have a smaller solution space
  • Paper proposing neurally plausible instantiation of Hopfield/transformer with feature neurons and memory neurons; used to derive place cell interpretation.
  • Technical issue: original Hopfield networks scale linearly with neuron count; exponential activations enable 2^(N/2) scaling but softmax used in TEM-t has intermediate properties.