Methods › Sequential › Recurrent Neural Networks › LSTM
Long Short-Term Memory
LSTM
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
An LSTM is a type of recurrent neural network that addresses the vanishing gradient problem in vanilla RNNs through additional cells, input and output gates. Intuitively, vanishing gradients are solved through additional additive components, and forget gate activations, that allow the gradients to flow through the network without vanishing as quickly.
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(Introduced by Hochreiter and Schmidhuber)
Papers archive 2025-07-28
30 shown of 5,448, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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AI-Based Demand Forecasting and Load Balancing for Optimising Energy use in Healthcare Systems: A real case study 8 Jul 2025 · 0 repositories · arXiv:2507.06077
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A Hybrid Machine Learning Framework for Optimizing Crop Selection via Agronomic and Economic Forecasting 6 Jul 2025 · 0 repositories · arXiv:2507.08832
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MambAttention: Mamba with Multi-Head Attention for Generalizable Single-Channel Speech Enhancement 1 Jul 2025 · 2 repositories · arXiv:2507.00966
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Dense Video Captioning using Graph-based Sentence Summarization 25 Jun 2025 · 0 repositories · arXiv:2506.20583
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Efficacy of Temporal Fusion Transformers for Runoff Simulation 25 Jun 2025 · 0 repositories · arXiv:2506.20831
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FINN-GL: Generalized Mixed-Precision Extensions for FPGA-Accelerated LSTMs 25 Jun 2025 · 0 repositories · arXiv:2506.20810
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Show, Tell and Summarize: Dense Video Captioning Using Visual Cue Aided Sentence Summarization 25 Jun 2025 · 0 repositories · arXiv:2506.20567
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CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems 24 Jun 2025 · 1 repository · arXiv:2506.19993Syntology ran 0 of 4 samples · 4 unverified · 4 pointer-only (licence)
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Emotion Detection on User Front-Facing App Interfaces for Enhanced Schedule Optimization: A Machine Learning Approach 24 Jun 2025 · 0 repositories · arXiv:2506.19280
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Simulation of a closed-loop dc-dc converter using a physics-informed neural network-based model 23 Jun 2025 · 0 repositories · arXiv:2506.19178
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Programmable-Room: Interactive Textured 3D Room Meshes Generation Empowered by Large Language Models 21 Jun 2025 · 0 repositories · arXiv:2506.17707
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Exploring Speaker Diarization with Mixture of Experts 17 Jun 2025 · 0 repositories · arXiv:2506.14750
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Intelligent Image Sensing for Crime Analysis: A ML Approach towards Enhanced Violence Detection and Investigation 16 Jun 2025 · 0 repositories · arXiv:2506.13910
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Seq2Bind Webserver for Decoding Binding Hotspots directly from Sequences using Fine-Tuned Protein Language Models 16 Jun 2025 · 0 repositories · arXiv:2506.13830
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Transforming Chatbot Text: A Sequence-to-Sequence Approach 15 Jun 2025 · 0 repositories · arXiv:2506.12843
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Brain2Vec: A Deep Learning Framework for EEG-Based Stress Detection Using CNN-LSTM-Attention 12 Jun 2025 · 0 repositories · arXiv:2506.11179
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Data-driven Day Ahead Market Prices Forecasting: A Focus on Short Training Set Windows 12 Jun 2025 · 0 repositories · arXiv:2506.10536
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Improving the performance of optical inverse design of multilayer thin films using CNN-LSTM tandem neural networks 11 Jun 2025 · 0 repositories · arXiv:2506.10044
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Cross-Learning Between ECG and PCG: Exploring Common and Exclusive Characteristics of Bimodal Electromechanical Cardiac Waveforms 11 Jun 2025 · 0 repositories · arXiv:2506.10212
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Analyzing Emotions in Bangla Social Media Comments Using Machine Learning and LIME 11 Jun 2025 · 0 repositories · arXiv:2506.10154
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Enhancing Bagging Ensemble Regression with Data Integration for Time Series-Based Diabetes Prediction 11 Jun 2025 · 0 repositories · arXiv:2506.13786
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Data Augmentation For Small Object using Fast AutoAugment 10 Jun 2025 · 0 repositories · arXiv:2506.08956
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Hyperpruning: Efficient Search through Pruned Variants of Recurrent Neural Networks Leveraging Lyapunov Spectrum 9 Jun 2025 · 0 repositories · arXiv:2506.07975
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A Statistical Framework for Model Selection in LSTM Networks 7 Jun 2025 · 0 repositories · arXiv:2506.06840
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Information Locality as an Inductive Bias for Neural Language Models 5 Jun 2025 · 1 repository · arXiv:2506.05136
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Sentiment Analysis in Learning Management Systems Understanding Student Feedback at Scale 5 Jun 2025 · 0 repositories · arXiv:2506.05490
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Frame-Level Real-Time Assessment of Stroke Rehabilitation Exercises from Video-Level Labeled Data: Task-Specific vs. Foundation Models 4 Jun 2025 · 0 repositories · arXiv:2506.03752
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Heart Rate Classification in ECG Signals Using Machine Learning and Deep Learning 2 Jun 2025 · 0 repositories · arXiv:2506.06349
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CNN-LSTM Hybrid Model for AI-Driven Prediction of COVID-19 Severity from Spike Sequences and Clinical Data 29 May 2025 · 1 repository · arXiv:2505.23879
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Combining Deep Architectures for Information Gain estimation and Reinforcement Learning for multiagent field exploration 29 May 2025 · 0 repositories · arXiv:2505.23865
Tasks archive 2025-07-28
20 shown of 1,283 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Sentence | 427 |
| Time Series | 398 |
| Language Modelling | 390 |
| Time Series Analysis | 334 |
| Decoder | 330 |
| Language Modeling | 318 |
| General Classification | 301 |
| Neural Architecture Search | 273 |
| Prediction | 258 |
| Sentiment Analysis | 258 |
| Machine Translation | 226 |
| Word Embeddings | 209 |
| Translation | 204 |
| Classification | 200 |
| Deep Learning | 200 |
| Speech Recognition | 193 |
| speech-recognition | 183 |
| Transfer Learning | 159 |
| Reinforcement Learning | 151 |
| Text Classification | 139 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections