Extended long short-term memory neural networks
WO2025168512A1PCT designated stage Publication Date: 2025-08-14NXAI GMBH +1
Patent Information
- Application Number
- PCT/EP2025/052727
- Authority / Receiving Office
- WO · WO
- Patent Type
- Applications
- Current Assignee / Owner
- Priority Date
- 2024-05-07
- Filing Date
- 2025-02-04
- Publication Date
- 2025-08-14
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Figure EP2025052727_14082025_PF_FP_ABST
Abstract
Disclosed is a long short-term memory (LSTM) enhanced with exponential gating with appropriate normalization and stabilization techniques. Also disclosed are LSTM variants with modified memory structures: (i) sLSTM (104) with a scalar memory, a scalar update, and new memory mixing, and (ii) mLSTM (102) with a matrix memory and a covariance update rule, which is fully parallelizable.
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Citation Information
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