pfekin/summation-based-transformers

Linear-time sequence modeling that replaces attention's O(n²d) complexity with O(nd) summation-based aggregation. Demonstrates constraint-driven emergence: how functional representations can develop from optimization pressure and architectural constraints alone, without explicit pairwise interactions.

17
/ 100
Experimental
No Package No Dependents
Maintenance 6 / 25
Adoption 2 / 25
Maturity 9 / 25
Community 0 / 25

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Language

Python

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Last pushed

Nov 03, 2025

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