---
title: "Noise robustness research: papers, trends and top journals"
description: "From 2017 to 2026 (so far), the keyword “noise robustness” appeared in 889 papers in the tracked journals, most of them in AI (845), operations research (23) and statistics (10)."
url: https://scholar4ai.com/keywords/noise-robustness
markdown_url: https://scholar4ai.com/keywords/noise-robustness.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "From 2017 to 2026 (so far), the keyword “noise robustness” appeared in 889 papers in the tracked journals, most of them in AI (845), operations research (23) and statistics (10). (as of 2026-11-03)"
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-11-03T18:03:37+09:00
window: 2026-10-05 to 2026-11-03
source: OpenAlex (CC0)
---

# Papers on “noise robustness”

Research on “noise robustness” 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.

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

## Key findings

- From 2017 to 2026 (so far), the keyword “noise robustness” appeared in 889 papers in the tracked journals, most of them in AI (845), operations research (23) and statistics (10).
- 165 of them were published in 2025, against 33 in 2017.
- Since 2023, the institutions with the most of these papers were Chinese Academy of Sciences (24), Northwestern Polytechnical University (23) and Sichuan University (20).
- The journals publishing most of them were Expert Systems with Applications (96), Knowledge-Based Systems (67) and Pattern Recognition (63).
- The most-cited of them is “Skeleton-Based Action Recognition Using Spatio-Temporal LSTM Network with Trust Gates” (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017), with 533 citations.

## Papers per year

*Papers per publication year and category*

| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| [AI](https://scholar4ai.com/categories/ai.md) | 32 | 42 | 51 | 45 | 88 | 94 | 100 | 120 | 156 | 117 |
| [Operations Research](https://scholar4ai.com/categories/operations-research.md) | 0 | 0 | 0 | 1 | 6 | 3 | 2 | 1 | 5 | 5 |
| [Statistics](https://scholar4ai.com/categories/statistics.md) | 1 | 1 | 1 | 0 | 0 | 1 | 2 | 1 | 1 | 2 |
| [Information Systems](https://scholar4ai.com/categories/information-systems.md) | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 |
| [Economics](https://scholar4ai.com/categories/economics.md) | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 |
| [Higher Education and Research](https://scholar4ai.com/categories/higher-education-and-research.md) | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| [Finance](https://scholar4ai.com/categories/finance.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| All categories | 33 | 43 | 54 | 46 | 94 | 100 | 105 | 123 | 165 | 126 |

## Where the papers come from

*Journals with the most papers, since 2023*

| # | Journal | Papers |
|---:|---|---:|
| 1 | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | 96 |
| 2 | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | 67 |
| 3 | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | 63 |
| 4 | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | 61 |
| 5 | [Information Fusion](https://scholar4ai.com/journals/information-fusion.md) | 29 |
| 6 | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | 27 |
| 7 | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 23 |
| 8 | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | 19 |
| 9 | [IEEE Transactions on Fuzzy Systems](https://scholar4ai.com/journals/ieee-transactions-on-fuzzy-systems.md) | 19 |
| 10 | [IEEE Transactions on Pattern Analysis and Machine Intelligence](https://scholar4ai.com/journals/ieee-transactions-on-pattern-analysis-and-machine-intelligence.md) | 17 |

*Institutions with the most papers, since 2023*

| # | Institution | Papers |
|---:|---|---:|
| 1 | [Chinese Academy of Sciences](https://scholar4ai.com/institutions/chinese-academy-of-sciences.md) | 24 |
| 2 | [Northwestern Polytechnical University](https://scholar4ai.com/institutions/northwestern-polytechnical-university.md) | 23 |
| 3 | [Sichuan University](https://scholar4ai.com/institutions/sichuan-university.md) | 20 |
| 4 | [Xi'an Jiaotong University](https://scholar4ai.com/institutions/xi-an-jiaotong-university.md) | 20 |
| 5 | [Southwest University](https://scholar4ai.com/institutions/southwest-university.md) | 16 |
| 6 | [Shanghai Jiao Tong University](https://scholar4ai.com/institutions/shanghai-jiao-tong-university.md) | 12 |
| 7 | [University of Electronic Science and Technology of China](https://scholar4ai.com/institutions/university-of-electronic-science-and-technology-of-china.md) | 12 |
| 8 | [Anhui University](https://scholar4ai.com/institutions/anhui-university.md) | 10 |
| 9 | [Chongqing University of Posts and Telecommunications](https://scholar4ai.com/institutions/chongqing-university-of-posts-and-telecommunications.md) | 10 |
| 10 | [Shanghai University](https://scholar4ai.com/institutions/shanghai-university.md) | 10 |

*Countries with the most papers, since 2023*

| # | Country | Papers |
|---:|---|---:|
| 1 | China | 399 |
| 2 | United States | 32 |
| 3 | India | 25 |
| 4 | Hong Kong | 24 |
| 5 | Australia | 20 |
| 6 | United Kingdom | 20 |
| 7 | Italy | 12 |
| 8 | Japan | 12 |
| 9 | France | 10 |
| 10 | Singapore | 10 |

*Keywords with the most papers, since 2023*

| # | Keyword | Papers |
|---:|---|---:|
| 1 | [contrastive learning](https://scholar4ai.com/keywords/contrastive-learning.md) | 22 |
| 2 | [feature selection](https://scholar4ai.com/keywords/feature-selection.md) | 22 |
| 3 | [attention mechanism](https://scholar4ai.com/keywords/attention-mechanism.md) | 17 |
| 4 | [convergence analysis](https://scholar4ai.com/keywords/convergence-analysis.md) | 16 |
| 5 | fault diagnosis | 15 |
| 6 | [graph neural networks](https://scholar4ai.com/keywords/graph-neural-networks.md) | 14 |
| 7 | [image classification](https://scholar4ai.com/keywords/image-classification.md) | 14 |
| 8 | multi-view clustering | 14 |
| 9 | [self-supervised learning](https://scholar4ai.com/keywords/self-supervised-learning.md) | 14 |

## Most-cited papers

*Most-cited papers since 2017*

| # | Citations | Per month | Title | Journal | Published | Authors |
|---:|---:|---:|---|---|---|---|
| 1 | 533 | 4.9 | [Skeleton-Based Action Recognition Using Spatio-Temporal LSTM Network with Trust Gates](https://doi.org/10.1109/tpami.2017.2771306) | [IEEE Transactions on Pattern Analysis and Machine Intelligence](https://scholar4ai.com/journals/ieee-transactions-on-pattern-analysis-and-machine-intelligence.md) | 2017-11-08 | Jun Liu, Amir Shahroudy, Dong Xu et al. |
| 2 | 483 | 4.6 | [Significantly Fast and Robust Fuzzy C-Means Clustering Algorithm Based on Morphological Reconstruction and Membership Filtering](https://doi.org/10.1109/tfuzz.2018.2796074) | [IEEE Transactions on Fuzzy Systems](https://scholar4ai.com/journals/ieee-transactions-on-fuzzy-systems.md) | 2018-01-22 | Tao Lei, Xiaohong Jia, Yanning Zhang et al. |
| 3 | 432 | 6.2 | [Graph Neural Networks with Convolutional ARMA Filters](https://doi.org/10.1109/tpami.2021.3054830) | [IEEE Transactions on Pattern Analysis and Machine Intelligence](https://scholar4ai.com/journals/ieee-transactions-on-pattern-analysis-and-machine-intelligence.md) | 2021-01-01 | Filippo Maria Bianchi, Daniele Grattarola, Lorenzo Livi et al. |
| 4 | 386 | 5.7 | [Speaker recognition based on deep learning: An overview](https://doi.org/10.1016/j.neunet.2021.03.004) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | 2021-03-18 | Zhongxin Bai, Xiao-Lei Zhang |
| 5 | 270 | 3.2 | [Partition level multiview subspace clustering](https://doi.org/10.1016/j.neunet.2019.10.010) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | 2019-11-06 | Zhao Kang, Xinjia Zhao, Chong Peng et al. |

## Cite this page

Scholar4AI. (2026). Papers on “noise robustness”. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/keywords/noise-robustness

```bibtex
@misc{scholar4ai-keywords-noise-robustness,
  author = {{Scholar4AI}},
  title = {Papers on “noise robustness”},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/keywords/noise-robustness}},
  urldate = {2026-11-03},
  note = {Journal and Conference 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/).