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34 results about "Memory consolidation" patented technology

Memory consolidation is a category of processes that stabilize a memory trace after its initial acquisition. Consolidation is distinguished into two specific processes, synaptic consolidation, which is synonymous with late-phase long-term potentiation and occurs within the first few hours after learning, and systems consolidation, where hippocampus-dependent memories become independent of the hippocampus over a period of weeks to years. Recently, a third process has become the focus of research, reconsolidation, in which previously consolidated memories can be made labile again through reactivation of the memory trace.

Method for constructing incremental LSTM by utilizing training process compression and memory consolidation

The invention discloses a method for constructing incremental LSTM by utilizing training process compression and memory consolidation. According to the method, an important input moment in the training process is selected by utilizing the activity of the LSTM gate unit, the training process is compressed to form historical memory, the compressed memory is effectively fused with training on new data, and the network memory is consolidated by utilizing historical information so as to meet the incremental processing requirement on the sequence data. According to the method, the problems of high storage overhead and low training efficiency of an existing LSTM system can be avoided, the training efficiency of the LSTM for dynamically increased sequence data is improved, forgetting of historicalinformation is avoided, and the effectiveness and practicability of the LSTM are guaranteed.
Owner:JIANGSU UNIV
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