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Long Short-Term Memory/Evidence
Method evidence record

Long Short-Term Memory

Long Short-Term Memory (LSTM) is a gated recurrent neural network architecture introduced by Hochreiter and Schmidhuber in 1997. It was designed to learn dependencies across long sequences by using dedicated memory cells and three learned gates — forget, input, and output — that control what information is retained, updated, or passed forward at each time step.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Long Short-Term Memory Network (LSTM)
Taxonomic method record · ml-model / deep-learning
  • Hochreiter, S. & Schmidhuber, J. (1997). Long short-term memory. Neural Computation, 9(8), 1735–1780. · DOI 10.1162/neco.1997.9.8.1735
  • Graves, A., Mohamed, A.-R. & Hinton, G. (2013). Speech recognition with deep recurrent neural networks. Proceedings of ICASSP 2013, pp. 6645–6649. IEEE. · DOI 10.1109/ICASSP.2013.6638947
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Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Taxonomic bucketBERT-based Classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketGated Recurrent Unitmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketRecurrent Neural Networkmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSentence Embeddingsmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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