---
title: "IEEE Transactions on Neural Networks and Learning Systems"
description: "IEEE Transactions on Neural Networks and Learning Systems published 5 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #125 of 239 journals."
url: https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems
markdown_url: https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "IEEE Transactions on Neural Networks and Learning Systems published 5 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #125 of 239 journals."
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-10-26T14:52:47+09:00
window: 2026-09-27 to 2026-10-26
source: OpenAlex (CC0)
---

# IEEE Transactions on Neural Networks and Learning Systems

- 0 papers in the last 7 days
- category: AI
- publisher: Institute of Electrical and Electronics Engineers
- ISSN 2162-237X

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

## Key findings

- IEEE Transactions on Neural Networks and Learning Systems published 5 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #125 of 239 journals.
- Leading institutions: Jiangsu University of Science and Technology (1), Jiangsu University Jingjiang College (1) and Nanjing University of Posts and Telecommunications (1).
- Countries: China (1).
- From Oct 2023 to Sep 2026, IEEE Transactions on Neural Networks and Learning Systems published 2,367 papers (66 a month on average, by publication date in OpenAlex).
- Its most frequent keywords over that period were “graph neural networks” (97), “contrastive learning” (81) and “convergence analysis” (78).
- Its most-cited paper of the period is “Vision Mamba: A Comprehensive Survey and Taxonomy” (2025-09-22), with 146 citations.

## The last 36 months

*Papers by publication date, Oct 2023 to Sep 2026*

| Oct 23–Sep 24 | Oct 24–Sep 25 | Oct 25–Sep 26 | 36 months |
|---:|---:|---:|---:|
| 895 | 809 | 663 | 2,367 |

*Most frequent keywords, Oct 2023 to Sep 2026*

| # | Keyword | Papers |
|---:|---|---:|
| 1 | [graph neural networks](https://scholar4ai.com/keywords/graph-neural-networks.md) | 97 |
| 2 | [contrastive learning](https://scholar4ai.com/keywords/contrastive-learning.md) | 81 |
| 3 | convergence analysis | 78 |
| 4 | [federated learning](https://scholar4ai.com/keywords/federated-learning.md) | 64 |
| 5 | self-supervised learning | 61 |
| 6 | [knowledge distillation](https://scholar4ai.com/keywords/knowledge-distillation.md) | 60 |
| 7 | deep reinforcement learning | 45 |
| 8 | attention mechanism | 44 |
| 9 | image classification | 43 |
| 10 | interpretability | 43 |

*Most-cited papers published Oct 2023 to Sep 2026*

| # | Citations | Per month | Title | Journal | Published | Authors |
|---:|---:|---:|---|---|---|---|
| 1 | 146 | 11.1 | [Vision Mamba: A Comprehensive Survey and Taxonomy](https://doi.org/10.1109/tnnls.2025.3610435) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2025-09-22 | Xiao Liu, Chenxu Zhang, Fuxiang Huang et al. |
| 2 | 122 | 6.5 | [TransXNet: Learning Both Global and Local Dynamics With a Dual Dynamic Token Mixer for Visual Recognition](https://doi.org/10.1109/tnnls.2025.3550979) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2025-04-03 | Meng Lou, Shu Zhang, Hong-Yu Zhou et al. |
| 3 | 89 | 5.2 | [Learning Self-Growth Maps for Fast and Accurate Imbalanced Streaming Data Clustering](https://doi.org/10.1109/tnnls.2025.3563769) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2025-05-20 | Yiqun Zhang, Sen Feng, Pengkai Wang et al. |
| 4 | 86 | 4.6 | [EmT: A Novel Transformer for Generalized Cross-Subject EEG Emotion Recognition](https://doi.org/10.1109/tnnls.2025.3552603) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2025-04-10 | Yi Ding, Chengxuan Tong, Shuailei Zhang et al. |
| 5 | 73 | 4.0 | [S 4 DL: Shift-Sensitive Spatial–Spectral Disentangling Learning for Hyperspectral Image Unsupervised Domain Adaptation](https://doi.org/10.1109/tnnls.2025.3556386) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2025-04-16 | Jie Feng, Tianshu Zhang, Junpeng Zhang et al. |

*Papers, newest first.*

| Date | Title | Journal | Authors | Affiliations |
|---|---|---|---|---|
| 2026-10-01 | [IEEE Transactions on Neural Networks and Learning Systems Information for Authors](https://doi.org/10.1109/tnnls.2026.3727828) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) |  |  |
| 2026-10-01 | [IEEE Transactions on Neural Networks and Learning Systems Publication Information](https://doi.org/10.1109/tnnls.2026.3727824) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) |  |  |
| 2026-10-01 | [IEEE Computational Intelligence Society Information](https://doi.org/10.1109/tnnls.2026.3727826) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) |  |  |
| 2026-10-01 | [Table of Contents](https://doi.org/10.1109/tnnls.2026.3727822) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) |  |  |
| 2026-10-01 | [Causal Counterfactual Inference Network for Video Object State Changes in Open-World Scenarios](https://doi.org/10.1109/tnnls.2026.3678945) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | Zhichao Wang, Shucheng Huang, Mingxing Li et al. | Jiangsu University of Science and Technology; Jiangsu University Jingjiang College; Nanjing University of Posts and Telecommunications |

## Cite this page

Scholar4AI. (2026). IEEE Transactions on Neural Networks and Learning Systems. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems

```bibtex
@misc{scholar4ai-journals-ieee-transactions-on-neural-networks-and-learning-systems,
  author = {{Scholar4AI}},
  title = {IEEE Transactions on Neural Networks and Learning Systems},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems}},
  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/).