Long short-term memory (LSTM)

area: Machine learning · 9 papers in the last 7 days

c_t = f_t \odot c_{t-1} + i_t \odot \tilde c_t,\quad h_t = o_t \odot \tanh(c_t)

Recurrent network cell whose gates decide what to keep, add and output at each step.

LaTeX: c_t = f_t \odot c_{t-1} + i_t \odot \tilde c_t,\quad h_t = o_t \odot \tanh(c_t)

Names searched for: LSTM, long short-term memory, BiLSTM, Bi-LSTM

Key findings

Long short-term memory (LSTM) was mentioned in 73 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #11 of the 104 equations and models mentioned.
By journal category: AI (44), Management (8), Operations Research (8), Economics (7) and Finance (6).
Most of them appeared in Neural Computing and Applications (12), Applied Intelligence (6) and Computational Economics (5).
Often mentioned together with Convolutional neural network (CNN) (31), Scaled dot-product attention (Transformer) (30) and Random forest (23).
Datasets named in the same papers: OR-Library (17), S&P 500 (5) and UCI Machine Learning Repository (4).
From Apr 2024 to Sep 2026, 797 archived papers mentioned Long short-term memory (LSTM) in their title, abstract or keywords, most of them in May 2025 (55).

Mentions over 30 months

Papers mentioning it by publication month, Apr 2024 to Sep 2026 (titles, abstracts and keywords)
Trend	Apr 24–Sep 24	Oct 24–Sep 25	Oct 25–Sep 26	30 months
	208	524	65	797

Papers mentioning Long short-term memory (LSTM), newest first. Newest 50 of 73 papers; all of them are in /data/papers.json.
Date	Title	Journal	Authors	Affiliations
2026-10-24	Optimal Portfolio Allocation with Gromov-Wasserstein Barycenter	Computational Economics	Alessandro Spelta, Nicoló Pecora, Mario Maggi	University of Pavia
2026-10-24	A priority-aware dual-channel feature fusion method for urban rail service traffic classification	Applied Intelligence	Xinpeng Liu, Junhui Zhao, Zhengyuan Wu et al.	Beijing Jiaotong University
2026-10-23	Multimodal continual federated learning for human activity recognition: Trends and challenges	Applied Intelligence	André L. S. Conde, Rodolfo I. Meneguette, Robson E. De Grande et al.	Universidade Estadual Paulista (Unesp); Institute of Mathematics and Computer Science; Brock University
2026-10-23	Evaluating machine learning and econometric models for inflation forecasting: evidence from a Sub-Saharan African panel	Future Business Journal	Baffour Osei, Abigail Boatemaa, Isaac Nyame et al.	University of Skills Training and Entrepreneurial Development; University of Bradford; Kwame Nkrumah University of Science and Technology; …
2026-10-23	From pixels to profits: trading arbitrage portfolios based on image representations	Financial markets and portfolio management	Niklas Paluszkiewicz	Universität Ulm
2026-10-22	Research on the spatiotemporal prediction of supply chain finance risk contagion based on a dynamic graph attention diffusion mechanism	Financial Innovation	Yulong Zhang, Yulong Zhang, Yaqing Zhang et al.	Hengshui University; Columbia University
2026-10-21	Leveraging Machine Learning for Profit Forecasting and Cost Optimization Using Public Financial Data	Computational Economics	Bilal Ahmad, Abdu Salam, Mian Abdulbasit et al.	University of Peshawar; Abdul Wali Khan University Mardan; Yeungnam University; …
2026-10-21	Leveraging machine learning in balancing inventories and analyzing market trends: a comprehensive systematic review	Artificial Intelligence Review	Md. Sakhawat Hossain, Md. Sadman Haque, Zobaer Ibn Razzaque et al.	United International University; Dhaka International University
2026-10-20	From NER to Business Process Automation: comparative evaluation of CNN, LSTM, and transformer models for address intelligence	Knowledge and Information Systems	Vikas Jalodia, Divya Srivastava, Saurabh Kumar Srivastava	Bennett University
2026-10-19	Tempered fractional rabies dynamics with deep neural surrogate modeling: Analysis, computation, and prediction	Neural Networks	Mohamed Nidhal Sallami, Ouissem Ben Fredj, Praveen Agarwal et al.	University of Sfax; University of Kairouan; Ajman University; …
2026-10-17	Attention state recognition in intelligent language learning environments using affective computing and eye tracking	Applied Intelligence	Yang Yang, Yongmei Chi, Yongmei Chi et al.	Chongqing Vocational and Technical University of Mechatronics; Chongqing Vocational Institute of Engineering; National University of Malaysia
2026-10-17	Multi-Perspective explainability in traffic prediction: A neuro-symbolic approach using CNN-LSTMs and concept lattices	Applied Intelligence	Suraya Syazwani Mohamad Yusof, Hadhrami Ab Ghani, Nurul Izrin Md Saleh et al.	Universiti Malaysia Kelantan; Universiti Teknikal Malaysia Melaka; University of Technology Malaysia
2026-10-17	Language modeling on tabular data: a survey of foundations, techniques and evolution	Artificial Intelligence Review	Yucheng Ruan, Xiang Lan, Jingying Ma et al.	National University of Singapore; Institute of Data Science
2026-10-16	Evaluating LLMs for named entity recognition: a cost-benefit analysis in the legal domain	Knowledge and Information Systems	Shefali Singhal, Eoin O’Connell, Niall McCarroll et al.	University of Ulster; Ulster University, Derry-Londonderry Campus; Ulster Hospital
2026-10-16	Public technical disclosure of AI implementation in finance: Python-framed evidence from 253 NYSE-listed financial companies	Financial Innovation	Veliota Drakopoulou	Embry–Riddle Aeronautical University
2026-10-16	ITEACH-Net: Inverted teacher-student search network for emotion recognition in conversation	Artificial Intelligence	Haiyang Sun, Zheng Lian, Chenglong Wang et al.	Chinese Academy of Sciences; Institute of Automation; University of Chinese Academy of Sciences; …
2026-10-15	pDOC-STANet: A spatiotemporal attention network for automatic assessment of prolonged disorders of consciousness using fNIRS	Applied Intelligence	Zehai Li, Yuxin Xing, Shuwei Wang et al.	Zhejiang Normal University; Wenzhou Medical University; Zhejiang Taizhou Hospital; …
2026-10-15	A Cognitive, Quantum-Inspired Learning Framework for Energy-Efficient and Reliable Routing in Wireless Body Area Networks	Cognitive Computation	Soufiane Ben Othman, Naima Saeed	King Faisal University; University of Aden
2026-10-15	Enhancing fault prediction in SOA-based systems via hybrid transformer–BiLSTM with COA–SCSO feature selection method	Knowledge and Information Systems	Raghuraj Singh, Kuldeep Kumar	Dr. B. R. Ambedkar National Institute of Technology Jalandhar; National Institute of Technology Kurukshetra
2026-10-15	Dynamic attention for container relocation problems: a deep reinforcement learning approach	Applied Intelligence	Zizhen Zhang, Fengwei Liu, Mengchu Zhou	Sun Yat-sen University; New Jersey Institute of Technology
2026-10-15	Uncertainty-aware stock selection and portfolio optimization with deep learning-based return prediction	Annals of Operations Research	Mustafa Etcil, Burak Kolukısa, Burcu Bakır Güngör	Abdullah Gül University; Kayseri Üniversitesi
2026-10-15	Metropolis-scale resilient and trustworthy traffic flow inference using multi-source data	Transportation Research Part C Emerging Technologies	Qishen Zhou, Yifan Zhang, Michail Makridis et al.	Jilin University; City University of Hong Kong; City University of Hong Kong (Dongguan); …
2026-10-14	A multi-scale semantic perception network with multi-relational text graphs for text classification	Expert Systems with Applications	Chongxu Hu, Xiaoyan Gongye, Zhe Liu et al.	Qufu Normal University
2026-10-12	Research on enhancing driver emotion recognition based on multimodal fusion: introducing dynamic features and lightweight models	Expert Systems with Applications	Wei Jiang, Wencai Sun, Chen Li et al.	Jilin University
2026-10-12	Measurement and Early Warning of Systemic Financial Risk Based on Differentiated GARCH-Copula and NNG-LSTM Model	Computational Economics	Zidan Luo, L Wang, Lin Sui et al.	Jiangnan University; Shandong Jiaotong University
2026-10-09	EEG-UDAF: A novel unsupervised domain adaptation framework leveraging dual-view frequency and spatio-temporal features for EEG-based emotion recognition	Journal Of Big Data	Yufei Chen, Gang Zhou, Pengwei Wang et al.	Zhengzhou University
2026-10-08	Adaptive scheduling for FJSPT: a two-stage deep reinforcement learning approach with scale-invariant action space	Computers & Operations Research	Yuxin Mo, Chunyan Duan, Zehao Zhang et al.	Tongji University
2026-10-07	Artificial intelligence technologies, skills demand and employment: Evidence from linked job ads	Labour Economics	Lennert Peede, Michael Stops	Institut für Arbeitsmarkt und Berufsforschung
2026-10-07	Bayesian Black-Litterman under Nonlinear Dependence: A Hybrid Framework with GARCH-EVT Marginals, R-Vine Copulas, and Reinforcement Learning for Tactical Portfolio Allocation	Computational Economics	Felipe Mora, Werner Kristjanpoller	Universidad Técnica Federico Santa María
2026-10-07	The politicization of AI semiconductor discourse: A longitudinal analysis of Korean media coverage (2023–2025)	Technological Forecasting and Social Change	JongHwi Song, Sooyeun Yoo, Erdenebayar Urtnasan	Yonsei University; Yonsei University Mirae Campus
2026-10-06	Is bitcoin a hedge against central banking? Evidence from AI-driven monetary policy expectations	Journal of International Money and Finance	Maxime L. D. Nicolas, François Sicard, Marion Labouré et al.	University College London; Deutsche Bank (United Kingdom)
2026-10-06	Anomaly detection in SAP S/4HANA using hybrid deep learning for multivariate time series data	Journal Of Big Data	Ram Reddy Jonnalagadda, B. P. Joshi, Kiran Kumar Reddy et al.	Osmania University; Graphic Era Hill University; Graphic Era University; …
2026-10-05	Corporate innovation propensity: From measurement to impact—A text-based analytical approach	Technovation	Lingbing Feng, Tianle Zou, Fengwen Chen et al.	Jiangxi University of Finance and Economics; Chongqing University; Nanjing University
2026-10-05	Transparent forecasting with XAI: Improving accuracy and trust in electricity demand prediction	Knowledge-Based Systems	Somya Bansal, Vaibhav Baldeva, Asmit Cajla et al.	Thapar Institute of Engineering & Technology; Torrens University Australia; Norwegian University of Science and Technology
2026-10-05	An innovative approach to stock forecasting: combining LSTM, VMD, and artificial rabbit optimization	Future Business Journal	Homa Mehtarizadeh, Najme Mansouri, Behnam Mohammad Hasani Zade et al.	Shahid Bahonar University of Kerman
2026-10-05	Accounting for the Unaccounted: Correcting Pakistan’s Grid Electricity Demand Forecasts Using Solar PV Import Proxies and Deep Learning	Computational Economics	Muhammad Imran, Atif Khan Jadoon, Tariq Mahmood	University of the Punjab
2026-10-04	Coordinated control of signals and dynamic shared bus lanes for urban corridors: a traffic-informed multi-agent reinforcement learning approach	Expert Systems with Applications	Zhentian Bao, Fangfang Zheng, Youhua Tang	Southwest Jiaotong University
2026-10-03	An intelligent cybersecurity framework for banking systems: integrating neural networks, large language models, and federated learning for anti-money laundering and fraud detection	Future Business Journal	Tanvir Sajid, Sajida Hafeez	National Textile University
2026-10-03	Kinematic-aware AIS preprocessing and bidirectional recurrent modeling for multi-output vessel trajectory prediction	Journal Of Big Data	Marilena Sinni, Dimitris M. Kyriazanos	National Centre of Scientific Research "Demokritos"
2026-10-03	Machine Learning-Enhanced Rolling Horizon Optimization algorithm for dynamic scheduling in AGV-Supported rice production	Computers & Operations Research	Yaping Zhao, Weilei Feng, Xinyue Zhang et al.	Shenzhen University; Shenzhen Research Institute of Big Data; Beihang University
2026-10-03	AI-enabled marketing analytics for SMEs: multimethod evidence on application potential and adoption conditions	Journal of Marketing Analytics	Anita Talitha Parsegyan, Manuel Muth, Michael Lingenfelder	Philipps University of Marburg; Reutlingen University
2026-10-03	Causal-driven attribution (CDA): estimating channel influence without user-level data	Journal of Marketing Analytics	Georgios Filippou, Boi Mai Quach, Diana Lenghel et al.	Trinity College Dublin
2026-10-01	TriLSTMWavenet: An innovative individual household load forecasting with an integrated wavelet and CNN-based deep learning fusion	Neural Computing and Applications	R. Mathumitha, P. Rathika, K. Manimala	Anna University, Chennai
2026-10-01	A machine learning model for the prediction of the US news & world report ranking of the mechanical engineering graduate programs in the United States	Neural Computing and Applications	Faeze Khademi, Nikith Rachakonda, Matias Salazar Ismodes et al.	University of Illinois Chicago
2026-10-01	From Prediction to Decision: A Closed-Loop Decision-Aware Predictive-Prescriptive Framework for Anticipatory Humanitarian Logistics	Socio-Economic Planning Sciences	Leonardo Sanches de Carvalho, Carlos César Ribeiro Santos	Universidade Federal da Bahia; Serviço Nacional de Aprendizagem Industrial
2026-10-01	Explainable AI-driven machine and deep learning models for state-of-health estimation of EV batteries in IoT-based 6G networks	Neural Computing and Applications	Hesham Ali Sakr, Mostafa Fouda, Ahmed F. Ashour et al.	Egypt-Japan University of Science and Technology; Sohar University; Idaho State University; …
2026-10-01	Alzheimer’s multimodal diagnosis: enhancing cross-attention between speech and text	Neural Computing and Applications	Kewen Ding, Azadeh Noori Hoshyar, Tanusri Bhattacharya et al.	Federation University; Western Sydney University; Myer Foundation; …
2026-10-01	Employing novel DeepBiLSTM framework on NVIDIA Jetson Nano edge platform for sleep apnea detection	Neural Computing and Applications	Mohebbanaaz, Srilaxmi Dasari, Pasuluri Binduswetha
2026-10-01	India VIX regime-conditional directional prediction of bank nifty: a stacking ensemble approach	Neural Computing and Applications	Prakash Ukhalkar, Ravikant Zirmite, Manasi Bhate
2026-10-01	Detection and correction the cyber-attack of electroencephalogram signals using deep learning model	Neural Computing and Applications	Zaineb Mohammed Alhakeem, Suroor M. Dawood, Qabeela Qassim Thabit et al.	Bashkir Scientific Research Institute of Petroleum Refining; University of Basrah; Oil and Gas Center

Cite this page

Scholar4AI. (2026). Long short-term memory (LSTM). Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/long-short-term-memory-lstm

@misc{scholar4ai-equations-long-short-term-memory-lstm,
  author = {{Scholar4AI}},
  title = {Long short-term memory (LSTM)},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/equations/long-short-term-memory-lstm}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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