Neural Turing Machines

E899070

differentiable computer memory-augmented neural network neural network architecture

Neural Turing Machines are a class of neural network architectures that augment standard networks with differentiable external memory, enabling them to learn algorithmic and sequence-based tasks in a manner analogous to Turing machines.

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Statements (48)

Predicate	Object
instanceOf	differentiable computer ⓘ memory-augmented neural network ⓘ neural network architecture ⓘ
comparedTo	Gated Recurrent Unit NERFINISHED ⓘ Long Short-Term Memory NERFINISHED ⓘ
controllerType	recurrent neural network ⓘ
describedInPaper	Neural Turing Machines NERFINISHED ⓘ
developedAt	Google DeepMind NERFINISHED ⓘ
field	deep learning ⓘ machine learning ⓘ neural computation ⓘ
hasAuthor	Alex Graves NERFINISHED ⓘ Greg Wayne NERFINISHED ⓘ Ivo Danihelka NERFINISHED ⓘ
hasComponent	controller network ⓘ read head ⓘ write head ⓘ
hasExternalMemory	differentiable memory matrix ⓘ
hasLimitation	difficulty scaling to large problems ⓘ training instability ⓘ
hasMemoryAccessMechanism	soft attention over memory locations ⓘ
hasProperty	can generalize to longer sequences than seen during training ⓘ can learn algorithms from data ⓘ end-to-end differentiable ⓘ
hasPublicationYear	2014 ⓘ
hasSuccessor	Differentiable Neural Computer NERFINISHED ⓘ
isInspiredBy	Turing machine NERFINISHED ⓘ neural networks ⓘ
memoryAddressingType	content-based ⓘ hybrid addressing ⓘ location-based ⓘ
optimizationObjective	sequence prediction loss ⓘ task-specific loss ⓘ
relatedConcept	differentiable memory ⓘ memory-augmented neural networks ⓘ neural RAM NERFINISHED ⓘ
supportsOperation	content-based addressing ⓘ differentiable read ⓘ differentiable write ⓘ location-based addressing ⓘ
trainedWith	backpropagation through time ⓘ gradient descent ⓘ
usedFor	algorithmic tasks ⓘ associative recall task ⓘ copy task ⓘ repeat-copy task ⓘ sequence-based tasks ⓘ sorting task ⓘ

Referenced by (1)

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Neural Turing Machines (contributions) → hasTitle → Neural Turing Machines ⓘ

subject surface form: Neural Turing Machines