concept
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concept:highway-networksHighway Networks
Early Schmidhuber group architecture using residual connections, precursor to the residual stream structure in transformers
Neighborhood — ranked by edge-count
Concepts (1)
concept
- Residual Streamassociated_withProposed pathway flowing through layers at each position; calculates K/V values that feed horizontal information flow.
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.
- Networks for transport via fluid flow (biological vascular, engineered microfluidic); pipe properties adapt locally to control flow conductance and enable learning
- Third model system studied; shown to support complex pattern formation unlike flat architectures.
- Spring networks and mechanical systems used to demonstrate physical learning through modifications of bond stiffnesses in response to strain
- The interdependence of morphogenetic sequences, where each triggers others to repair the whole environment, analogous to arithmetic operations.
- Networks without feedback loops, such as the Perceptron; limited to linearly separable functions.
- Networks with loop connections that can maintain internal state and exhibit dynamical attractors.