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Graves, Wayne and Danihelka: Neural Turing Machines

Contribution grade

Neural and deep learning · ALGORITHM

Reference score130,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Coupled a neural controller to differentiable read/write memory and demonstrated copying, sorting and associative recall.

Scientific scope

The record is the exact three-author 2014 arXiv paper and its preliminary algorithmic-task experiments. It does not establish a universal programmable computer or absorb the later Differentiable Neural Computer and memory-augmented architectures.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the exact three-author 2014 arXiv paper and its preliminary algorithmic-task experiments. It does not establish a universal programmable computer or absorb the later Differentiable Neural Computer and memory-augmented architectures.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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