Distributed Representations.¶
Hinton, G. E., McClelland, J. L., & Rumelhart, D. E. (1986). Distributed Representations. Parallel Distributed Processing, 1, 77-109.
Cited by¶
1 citation across 1 artifact.
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Primes¶
- Population Coding
- The entire field of distributed representations in neural networks was a deliberate import of population-coding insights from neuroscience, and word embeddings, hidden-layer codes, and transformer activations all instantiate the pattern that no single dimension is the representation.
This sourceArgues that concepts are represented as patterns of activity over many units, importing population-coding logic into neural networks.
- The entire field of distributed representations in neural networks was a deliberate import of population-coding insights from neuroscience, and word embeddings, hidden-layer codes, and transformer activations all instantiate the pattern that no single dimension is the representation.
Verification¶
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Registry ID ref:f7b795f43305 · see in the full table