Papers on “LSTM”
Research on “LSTM” in the 480 tracked journals: papers per year and category, the journals, institutions and countries publishing it, the keywords studied with it and its most-cited papers. It is not among the most frequent keywords of the last 30 days, so this page has no list of its latest papers. Also as Markdown.
← Top research keywords · Keyword trends
Key findings#
- From 2017 to 2026 (so far), the keyword “LSTM” appeared in 732 papers in the tracked journals, most of them in AI (497), operations research (72) and economics (54).
- 170 of them were published in 2025, against 2 in 2017.
- Since 2023, the institutions with the most of these papers were Northwestern Polytechnical University (8), Hong Kong Polytechnic University (6) and Huazhong University of Science and Technology (6).
- The journals publishing most of them were Expert Systems with Applications (116), Neural Computing and Applications (57) and Applied Intelligence (31).
- The most-cited of them is “A review on the long short-term memory model” (Artificial Intelligence Review, 2020), with 1,998 citations.
Papers per year#
20172026 (so far)
| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---|---|---|---|---|---|---|---|---|---|
| AI | 2 | 7 | 23 | 37 | 56 | 64 | 71 | 77 | 103 | 57 |
| Operations Research | 0 | 0 | 0 | 3 | 5 | 8 | 6 | 18 | 24 | 8 |
| Economics | 0 | 0 | 1 | 1 | 5 | 7 | 8 | 9 | 16 | 7 |
| Finance | 0 | 1 | 0 | 1 | 2 | 3 | 7 | 9 | 17 | 11 |
| Information Systems | 0 | 0 | 0 | 5 | 4 | 5 | 1 | 4 | 3 | 2 |
| Management | 0 | 0 | 0 | 0 | 1 | 2 | 2 | 3 | 4 | 5 |
| Higher Education and Research | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 1 | 1 |
| Marketing | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 2 |
| Statistics | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 2 |
| Tourism and Hospitality | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 |
| All categories | 2 | 8 | 24 | 49 | 74 | 90 | 95 | 124 | 170 | 96 |
Where the papers come from#
| # | Journal | Papers |
|---|---|---|
| 1 | Expert Systems with Applications | 116 |
| 2 | Neural Computing and Applications | 57 |
| 3 | Applied Intelligence | 31 |
| 4 | Computational Economics | 25 |
| 5 | Knowledge-Based Systems | 25 |
| 6 | Journal Of Big Data | 15 |
| 7 | Computers & Industrial Engineering | 13 |
| 8 | Knowledge and Information Systems | 12 |
| 9 | Annals of Operations Research | 7 |
| 10 | Neural Networks | 7 |
| # | Institution | Papers |
|---|---|---|
| 1 | Northwestern Polytechnical University | 8 |
| 2 | Hong Kong Polytechnic University | 6 |
| 3 | Huazhong University of Science and Technology | 6 |
| 4 | Southeast University | 6 |
| 5 | University of Naples Federico II | 6 |
| 6 | Wuhan University | 6 |
| 7 | Nanyang Technological University | 5 |
| 8 | Tongji University | 5 |
| 9 | University of Science and Technology of China | 5 |
| 10 | Vietnam National University Ho Chi Minh City | 5 |
| # | Country | Papers |
|---|---|---|
| 1 | China | 173 |
| 2 | India | 66 |
| 3 | United States | 39 |
| 4 | United Kingdom | 28 |
| 5 | Turkey | 23 |
| 6 | Italy | 22 |
| 7 | Australia | 21 |
| 8 | Iran | 19 |
| 9 | Egypt | 17 |
| 10 | South Korea | 17 |
| # | Keyword | Papers |
|---|---|---|
| 1 | GRU | 47 |
| 2 | convolutional neural networks | 46 |
| 3 | XGBoost | 40 |
| 4 | time series forecasting | 38 |
| 5 | transformer models | 36 |
| 6 | recurrent neural networks | 35 |
| 7 | random forest | 27 |
| 8 | attention mechanism | 25 |
| 9 | deep learning | 24 |
Most-cited papers#
| # | Citations | Per month | Title | Journal | Published | Authors |
|---|---|---|---|---|---|---|
| 1 | 1,998 | 25.7 | A review on the long short-term memory model | Artificial Intelligence Review | 2020-05-13 | Greg Van Houdt, Carlos Mosquera, Gonzalo Nápoles |
| 2 | 963 | 10.8 | Temporal pattern attention for multivariate time series forecasting | Machine Learning | 2019-06-11 | Shun-Yao Shih, Fan-Keng Sun, Hung-yi Lee |
| 3 | 538 | 6.8 | An optimized model using LSTM network for demand forecasting | Computers & Industrial Engineering | 2020-03-30 | Hossein Abbasimehr, Mostafa Shabani, Mohsen Yousefi |
| 4 | 523 | 5.6 | View Adaptive Neural Networks for High Performance Skeleton-Based Human Action Recognition | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2019-01-31 | Pengfei Zhang, Cuiling Lan, Junliang Xing et al. |
| 5 | 499 | 7.1 | Forecasting and Anomaly Detection approaches using LSTM and LSTM Autoencoder techniques with the applications in supply chain management | International Journal of Information Management | 2020-12-16 | Huu Du Nguyen, Kim Phuc Tran, Sébastien Thomassey et al. |
Cite this page
Scholar4AI. (2026). Papers on “LSTM”. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/keywords/lstm
@misc{scholar4ai-keywords-lstm,
author = {{Scholar4AI}},
title = {Papers on “LSTM”},
year = {2026},
howpublished = {\url{https://scholar4ai.com/keywords/lstm}},
urldate = {2026-11-03},
note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}