---
title: "Adam optimizer: formula and 39 recent papers"
description: "Adam optimizer was mentioned in 39 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #27 of the 104 equations and models mentioned."
url: https://scholar4ai.com/equations/adam-optimizer
markdown_url: https://scholar4ai.com/equations/adam-optimizer.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "Adam optimizer was mentioned in 39 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #27 of the 104 equations and models mentioned."
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-10-26T14:32:25+09:00
window: 2026-09-27 to 2026-10-26
source: OpenAlex (CC0)
---

# Adam optimizer

$$
\theta_t = \theta_{t-1} - \alpha\,\frac{\hat m_t}{\sqrt{\hat v_t} + \epsilon}
$$

Gradient descent with running averages of the gradient (m) and its square (v).

- area: Machine learning
- 5 papers in the last 7 days
- Names searched for: Adam optimizer, Adam optimiser, Adam optimization, Adam algorithm, AdamW

Back to the ranking: https://scholar4ai.com/rankings/equations.md

## Key findings

- Adam optimizer was mentioned in 39 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #27 of the 104 equations and models mentioned.
- By journal category: AI (28), Finance (4), Operations Research (4) and Management (3).
- Most of them appeared in Neural Computing and Applications (7), International Journal of Computer Vision (5) and Neural Networks (4).
- Often mentioned together with Convolutional neural network (CNN) (23), Scaled dot-product attention (Transformer) (23) and Cross-entropy loss (18).
- Datasets named in the same papers: OR-Library (13), Hugging Face Hub (5) and ImageNet (4).
- From Oct 2023 to Sep 2026, 41 archived papers mentioned Adam optimizer in their title, abstract or keywords, most of them in Feb 2024 (4).

## Mentions over 36 months

*Papers mentioning it by publication month, Oct 2023 to Sep 2026 (titles, abstracts and keywords)*

| Trend | Oct 23–Sep 24 | Oct 24–Sep 25 | Oct 25–Sep 26 | 36 months |
|---|---:|---:|---:|---:|
|  | 17 | 19 | 5 | 41 |

*Papers mentioning Adam optimizer, newest first.*

| Date | Title | Journal | Authors | Affiliations |
|---|---|---|---|---|
| 2026-10-23 | [Evaluating machine learning and econometric models for inflation forecasting: evidence from a Sub-Saharan African panel](https://doi.org/10.1186/s43093-026-01003-4) | [Future Business Journal](https://scholar4ai.com/journals/future-business-journal.md) | 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](https://doi.org/10.1007/s11408-026-00507-x) | [Financial markets and portfolio management](https://scholar4ai.com/journals/financial-markets-and-portfolio-management.md) | 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](https://doi.org/10.1186/s40854-026-00980-3) | [Financial Innovation](https://scholar4ai.com/journals/financial-innovation.md) | Yulong Zhang, Yulong Zhang, Yaqing Zhang et al. | Hengshui University; Columbia University |
| 2026-10-20 | [Weighted UnLearning from Experience for Improved Spurious Correlation Robustness](https://doi.org/10.1007/s10994-026-07164-1) | [Machine Learning](https://scholar4ai.com/journals/machine-learning.md) | Jeff Mitchell, Jesus; id_orcid 0000-0002-9574-4138 Martinez-del-Rincon, Niall McLaughlin | Queen's University Belfast |
| 2026-10-20 | [Test-Time Computing for Referring Multimodal Large Language Models](https://doi.org/10.1007/s11263-026-03100-x) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Mingrui Wu, Hao Chen, Jiayi Ji et al. | Xiamen University; Tsinghua University; Nankai University |
| 2026-10-19 | [Reusability report: multi-sample omics network inference operates in distinct robustness regimes defined by prior knowledge and data availability](https://doi.org/10.1038/s42256-026-01311-y) | [Nature Machine Intelligence](https://scholar4ai.com/journals/nature-machine-intelligence.md) | Xabier Martinez‐de‐Morentin, Sameer Ahmad Khan, Itziar Cenzano et al. | King Abdullah University of Science and Technology; Ilia State University; Karolinska University Hospital; … |
| 2026-10-19 | [DReX: An explainable deep learning-based multimodal recommendation framework](https://doi.org/10.1016/j.knosys.2026.117184) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Adamya Shyam, Venkateswara Rao Kagita, Bharti Rana et al. | University of Delhi; National Institute of Technology Warangal |
| 2026-10-17 | [Multi-Perspective explainability in traffic prediction: A neuro-symbolic approach using CNN-LSTMs and concept lattices](https://doi.org/10.1007/s10489-026-07512-7) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Suraya Syazwani Mohamad Yusof, Hadhrami Ab Ghani, Nurul Izrin Md Saleh et al. | Universiti Malaysia Kelantan; Universiti Teknikal Malaysia Melaka; University of Technology Malaysia |
| 2026-10-16 | [Generative deep learning for class imbalance in credit risk modeling: comparative evaluation of synthetic oversampling methods and an elastic oversampling extension](https://doi.org/10.1186/s40854-026-00970-5) | [Financial Innovation](https://scholar4ai.com/journals/financial-innovation.md) | Tae Yeon Kwon | Hankuk University of Foreign Studies |
| 2026-10-16 | [The Challenges of Hyperparameter Tuning for Accurate Causal Effect Estimation](https://doi.org/10.1007/s10994-026-07140-9) | [Machine Learning](https://scholar4ai.com/journals/machine-learning.md) | Damian Machlanski, Spyridon Samothrakis, Paul Clarke | University of Edinburgh; University of Essex; Institute for Social and Economic Research |
| 2026-10-15 | [A Cognitive, Quantum-Inspired Learning Framework for Energy-Efficient and Reliable Routing in Wireless Body Area Networks](https://doi.org/10.1007/s12559-026-10665-9) | [Cognitive Computation](https://scholar4ai.com/journals/cognitive-computation.md) | Soufiane Ben Othman, Naima Saeed | King Faisal University; University of Aden |
| 2026-10-15 | [Metropolis-scale resilient and trustworthy traffic flow inference using multi-source data](https://doi.org/10.1016/j.trc.2026.106083) | [Transportation Research Part C Emerging Technologies](https://scholar4ai.com/journals/transportation-research-part-c-emerging-technologies.md) | Qishen Zhou, Yifan Zhang, Michail Makridis et al. | Jilin University; City University of Hong Kong; City University of Hong Kong (Dongguan); … |
| 2026-10-14 | [Echo-DM: Ultrasound marker removal via conditional latent diffusion and region-aware fusion](https://doi.org/10.1016/j.neunet.2026.109757) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Zhiwei Wang, Tao Huang, Wentao Jiang et al. | Wuhan University; Central Hospital of Wuhan; Hubei University of Technology |
| 2026-10-14 | [A single-loop bilevel deep learning method for optimal control of obstacle problems](https://doi.org/10.1016/j.neunet.2026.109761) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Yongcun Song, Shangzhi Zeng, Jin Zhang et al. | Nanyang Technological University; Southern University of Science and Technology |
| 2026-10-10 | [TACoS: Weakly supervised learning of two-dimensional materials from scribble annotations to precise segmentation](https://doi.org/10.1016/j.patcog.2026.115084) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Jiabei Chen, Liping Zhang, Jiangbin Wu et al. | Chinese Academy of Sciences; Institute of Semiconductors; University of Chinese Academy of Sciences |
| 2026-10-09 | [Architecture-agnostic knowledge distillation for machine-learning interatomic potentials](https://doi.org/10.1016/j.neunet.2026.109742) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Chen Wang, Siyu Hu, Guangming Tan et al. | Institute of Computing Technology |
| 2026-10-09 | [Test-time optimization for domain adaptive open vocabulary segmentation](https://doi.org/10.1016/j.neunet.2026.109689) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Ulindu De Silva, Didula Samaraweera, Sasini Wanigathunga et al. | University of Moratuwa; Stony Brook University; Khalifa University of Science and Technology |
| 2026-10-06 | [Chronologically consistent large language models](https://doi.org/10.1016/j.jfineco.2026.104374) | [Journal of Financial Economics](https://scholar4ai.com/journals/journal-of-financial-economics.md) | Songrun He, Linying Lv, Asaf Manela et al. | Chinese University of Hong Kong; Washington University in St. Louis; University of Iowa |
| 2026-10-05 | [An innovative approach to stock forecasting: combining LSTM, VMD, and artificial rabbit optimization](https://doi.org/10.1186/s43093-026-00987-3) | [Future Business Journal](https://scholar4ai.com/journals/future-business-journal.md) | Homa Mehtarizadeh, Najme Mansouri, Behnam Mohammad Hasani Zade et al. | Shahid Bahonar University of Kerman |
| 2026-10-03 | [StoryReasoning dataset: Using chain-of-thought for scene understanding and grounded story generation](https://doi.org/10.1016/j.patcog.2026.115061) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Daniel A. P. Oliveira, David Martins de Matos | Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento; University of Lisbon; Instituto Superior Técnico |
| 2026-10-02 | [From image to action: How social proof turns brand image into repurchase intention](https://doi.org/10.1016/j.jretconser.2026.105142) | [Journal of Retailing and Consumer Services](https://scholar4ai.com/journals/journal-of-retailing-and-consumer-services.md) | Chin‐Ching Yin, K.-A. Do, Yu‐Lun Liu | National Taipei University of Technology; University of Kent |
| 2026-10-01 | [From Prediction to Decision: A Closed-Loop Decision-Aware Predictive-Prescriptive Framework for Anticipatory Humanitarian Logistics](https://doi.org/10.1016/j.seps.2026.102623) | [Socio-Economic Planning Sciences](https://scholar4ai.com/journals/socio-economic-planning-sciences.md) | Leonardo Sanches de Carvalho, Carlos César Ribeiro Santos | Universidade Federal da Bahia; Serviço Nacional de Aprendizagem Industrial |
| 2026-10-01 | [Alzheimer’s multimodal diagnosis: enhancing cross-attention between speech and text](https://doi.org/10.1007/s00521-026-12482-5) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Kewen Ding, Azadeh Noori Hoshyar, Tanusri Bhattacharya et al. | Federation University; Western Sydney University; Myer Foundation; … |
| 2026-10-01 | [SYNAPSE-X: a calibration-aware vision transformer framework for selective referral in multi-class brain tumor MRI classification](https://doi.org/10.1007/s00521-026-12608-9) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Sadaf Tabatabaee, Mohammad T. Khasawneh | Binghamton University |
| 2026-10-01 | [HydraML: a hybrid damaged roofs automated machine learning classifier for cultural heritage](https://doi.org/10.1007/s00521-026-12499-w) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Francesco Colace, Massimo De Santo, Rosario Gaeta et al. | University of Salerno; Ministero della cultura |
| 2026-10-01 | [Patient-independent EEG seizure detection using channel attention and dual-branch time–frequency features](https://doi.org/10.1007/s00521-026-12518-w) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Hrishikesh Tiwary, Arnav Bhavsar, H Muralikrishna | Indian Institute of Technology Mandi; Manipal Academy of Higher Education |
| 2026-10-01 | [KARAMEL: Knowledge-Aware Ranking for Multimodal Entity Linking in the Arts via Heterogeneous Graphs](https://doi.org/10.1007/s10994-026-07172-1) | [Machine Learning](https://scholar4ai.com/journals/machine-learning.md) | Raffaele Scaringi, Alejandro Sierra Múnera, Gennaro Vessio et al. | University of Bari Aldo Moro; Hasso Plattner Institute; University of Potsdam; … |
| 2026-10-01 | [CL3AN-GNN: curriculum-driven for incremental feature disentanglement with multi-phase attention for class-imbalanced node classification](https://doi.org/10.1007/s00521-026-12579-x) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Abdul Joseph Fofanah, David Chen, Lian Wen et al. | Griffith University; Chang'an University; Njala University |
| 2026-10-01 | [DIRU: dendrite-inspired recurrent units for learning chaotic dynamics and neonatal epilepsy time series](https://doi.org/10.1007/s00521-026-12526-w) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Alessandro Crimi, Cristiano Micheli, Tiziana Currieri et al. | University of Agriculture in Krakow; AGH University of Krakow; Technische Universität Ilmenau; … |
| 2026-10-01 | [RDD: Improving Structure from Motion with a Robust Feature Detector and Descriptor](https://doi.org/10.1007/s11263-026-03061-1) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | G Chen, Tianwen Fu, Haiwei Chen et al. | University of Southern California; Creative Technologies (United States) |
| 2026-10-01 | [ANNE: adaptive neuron network expansion for 2D medical image segmentation](https://doi.org/10.1007/s10489-026-07503-8) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Abel A. Reyes, Sidike Paheding | Michigan Technological University; Fairfield University |
| 2026-10-01 | [Decentralized gossip learning and federated averaging for histopathology image classification](https://doi.org/10.1007/s00521-026-12493-2) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Yusuf Öztürk, Bengisu Atli, Enes Goktekin et al. | Antalya Bilim Üniversitesi; Antalya Bilim University; Ankara University; … |
| 2026-10-01 | [From 3D perception to safety reasoning: an intelligent hybrid framework for real-time underground mine monitoring](https://doi.org/10.1016/j.eswa.2026.134601) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Pasindu Ranasinghe, Simit Raval, Dibyayan Patra et al. | UNSW Sydney; University of Southern Queensland |
| 2026-10-01 | [CLIDD: Cross-Layer Independent Deformable Description for Efficient and Discriminative Local Feature Representation](https://doi.org/10.1007/s11263-026-03063-z) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Haodi Yao, Fenghua He, Ning Hao et al. | Harbin Institute of Technology; Beijing Institute for General Artificial Intelligence |
| 2026-10-01 | [HR-INR: Continuous Space-Time Video Super-Resolution via Event Camera](https://doi.org/10.1007/s11263-026-03034-4) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Yunfan Lu, Yusheng Wang, Zipeng Wang et al. | The Hong Kong University of Science and Technology (Guangzhou); The University of Tokyo; Hong Kong University of Science and Technology; … |
| 2026-10-01 | [Privacy Leakage on DNNs: A Survey of Model Inversion Attacks and Defenses](https://doi.org/10.1007/s11263-026-03049-x) | [International Journal of Computer Vision](https://scholar4ai.com/journals/international-journal-of-computer-vision.md) | Hao Fang, Yixiang Qiu, Hongyao Yu et al. | Tsinghua Shenzhen International Graduate School; Tsinghua University; Harbin Institute of Technology; … |
| 2026-09-30 | [Solution methods for the dynamic and probabilistic profitable tour problem](https://doi.org/10.1007/s00291-026-00875-w) | [OR Spectrum](https://scholar4ai.com/journals/or-spectrum.md) | Marvin Caspar, Daniel Schermer, Oliver Wendt | University of Kaiserslautern; Rheinland-Pfälzische Technische Universität Kaiserslautern-Landau |
| 2026-09-29 | [MAdam: MLMC Adam under Markovian Noise with Application to Average-Reward Policy Optimization](https://doi.org/10.1007/s10957-026-03084-1) | [Journal of Optimization Theory and Applications](https://scholar4ai.com/journals/journal-of-optimization-theory-and-applications.md) | Andrey Veprikov, Vladimir Solodkin, Alexander Chernyavskiy et al. | Innopolis University |
| 2026-09-28 | [Exploring the temporal consistency for point-level weakly-supervised temporal action localization](https://doi.org/10.1016/j.patcog.2026.114948) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Yunchuan Ma, Laiyun Qing, Guorong Li et al. | University of Chinese Academy of Sciences; Macquarie University |

## Cite this page

Scholar4AI. (2026). Adam optimizer. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/adam-optimizer

```bibtex
@misc{scholar4ai-equations-adam-optimizer,
  author = {{Scholar4AI}},
  title = {Adam optimizer},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/equations/adam-optimizer}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).