A Solution to the Binding Problem for Compositional Connectionism

@inproceedings{Hummel2004AST,
  title={A Solution to the Binding Problem for Compositional Connectionism},
  author={John E. Hummel and Keith J. Holyoak and Collin Green and Leonidas A. A. Doumas and Derek Devnich and Aniket and Kittur and Donald J. Kalar},
  year={2004}
}
Achieving compositional connectionism means finding a way to represent role-filler bindings in a connectionist system without sacrificing role-filler independence. Role-filler binding schemes based on varieties of conjunctive coding (the most common approach in the connectionist literature) fail to preserve role-filler independence. At the same time, dynamic binding of roles to fillers (e.g., by synchrony of firing) represents bindings without sacrificing independence, but is inadequate for… CONTINUE READING
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