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A Long Short Term Memory (LSTM) is a neural network architecture that contains recurrent NN blocks that can remember a value for an arbitrary length of time.

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A very short answer: LSTM decouples cell state (typically denoted by c) and hidden layer/output (typically denoted by h), and only do additive updates to c, which makes memories in c more stable … mathematical explanation: Let's review CEC (Constant Error Carousel) mechanism first. CEC says, from time step t to t+1, if the forget gate is 1 (There's no forget gate in the original LSTM paper, thus this …
answered Apr 7 '18 by soloice