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LONG - Sepp Hochreiter

long SHORT-TERM MEMORY. Neural Computation 9(8):1735{1780, 1997. Sepp Hochreiter J urgen Schmidhuber Fakult at f ur Informatik IDSIA. Technische Universit at M unchen Corso Elvezia 36. 80290 M unchen, Germany 6900 Lugano, Switzerland ~hochreit ~juergen Abstract Learning to store information over extended time intervals via recurrent backpropagation takes a very long time, mostly due to insu cient, decaying error back ow. We brie y review Hochreiter 's 1991 analysis of this problem, then address it by introducing a novel, e cient, gradient-based method called \ long Short-Term Memory" (LSTM).}

LONG T-TERM SHOR Y MEMOR Neural tion a Comput 9(8):1735{1780, 1997 Sepp Hohreiter c at akult F ur f Informatik he hnisc ec T at ersit Univ hen unc M 80290

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