Adam optimizer
← Most-used equations and models
Gradient descent with running averages of the gradient (m) and its square (v).
LaTeX: \theta_t = \theta_{t-1} - \alpha\,\frac{\hat m_t}{\sqrt{\hat v_t} + \epsilon}
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 Apr 2024 to Sep 2026, 32 archived papers mentioned Adam optimizer in their title, abstract or keywords, most of them in Sep 2025 (4).
Mentions over 30 months
| Trend | Apr 24–Sep 24 | Oct 24–Sep 25 | Oct 25–Sep 26 | 30 months |
|---|---|---|---|---|
| 8 | 19 | 5 | 32 |
| Date | Title | Journal | Authors | Affiliations |
|---|---|---|---|---|
| 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 |
| 2026-10-20 | Weighted UnLearning from Experience for Improved Spurious Correlation Robustness | Machine Learning | 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 | International Journal of Computer Vision | 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 | Nature Machine Intelligence | 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 | Knowledge-Based Systems | 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 | 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 |
| 2026-10-16 | Generative deep learning for class imbalance in credit risk modeling: comparative evaluation of synthetic oversampling methods and an elastic oversampling extension | Financial Innovation | Tae Yeon Kwon | Hankuk University of Foreign Studies |
| 2026-10-16 | The Challenges of Hyperparameter Tuning for Accurate Causal Effect Estimation | Machine Learning | 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 | Cognitive Computation | 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 | 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 | Echo-DM: Ultrasound marker removal via conditional latent diffusion and region-aware fusion | Neural Networks | 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 | Neural Networks | 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 | Pattern Recognition | 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 | Neural Networks | Chen Wang, Siyu Hu, Guangming Tan et al. | Institute of Computing Technology |
| 2026-10-09 | Test-time optimization for domain adaptive open vocabulary segmentation | Neural Networks | 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 | Journal of Financial Economics | 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 | Future Business Journal | 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 | Pattern Recognition | 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 | Journal of Retailing and Consumer Services | 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 | Socio-Economic Planning Sciences | 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 | Neural Computing and Applications | 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 | Neural Computing and Applications | Sadaf Tabatabaee, Mohammad T. Khasawneh | Binghamton University |
| 2026-10-01 | HydraML: a hybrid damaged roofs automated machine learning classifier for cultural heritage | Neural Computing and Applications | 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 | Neural Computing and Applications | 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 | Machine Learning | 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 | Neural Computing and Applications | 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 | Neural Computing and Applications | 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 | International Journal of Computer Vision | 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 | Applied Intelligence | Abel A. Reyes, Sidike Paheding | Michigan Technological University; Fairfield University |
| 2026-10-01 | Decentralized gossip learning and federated averaging for histopathology image classification | Neural Computing and Applications | 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 | Expert Systems with Applications | 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 | International Journal of Computer Vision | 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 | International Journal of Computer Vision | 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 | International Journal of Computer Vision | 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 | OR Spectrum | 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 | Journal of Optimization Theory and Applications | 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 | Pattern Recognition | 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
@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}
}