---
title: "“contrastive learning”: 27 recent papers (last 30 days)"
description: "The keyword “contrastive learning” appeared in 27 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #13 of 12,658 keywords."
url: https://scholar4ai.com/keywords/contrastive-learning
markdown_url: https://scholar4ai.com/keywords/contrastive-learning.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "The keyword “contrastive learning” appeared in 27 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #13 of 12,658 keywords."
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)
---

# Papers on “contrastive learning”

- 0 papers in the last 7 days

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

## Key findings

- The keyword “contrastive learning” appeared in 27 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #13 of 12,658 keywords.
- Most of them appeared in Expert Systems with Applications (8), Pattern Recognition (6) and Knowledge-Based Systems (4).
- Leading institutions: Dalian University of Technology (2), Chongqing University of Posts and Telecommunications (2) and China Agricultural University (1).
- Countries: China (25), Finland (1) and United States (1).
- Often studied together with “graph neural networks” (2), “class imbalance” (2) and “knowledge distillation” (2).

## Research ideas that follow this keyword

- [Firm peers from contrastive embeddings](https://scholar4ai.com/ideas/firm-peers-from-contrastive-embeddings.md)

*Papers, newest first.*

| Date | Title | Journal | Authors | Affiliations |
|---|---|---|---|---|
| 2026-10-19 | [MASIG: Multi-view augmentation for graph representation learning on structurally imbalanced graphs](https://doi.org/10.1016/j.eswa.2026.134763) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Bingqian Xue, Mingxia Zhao, S. H. Zhang et al. | China Agricultural University; Shanxi Science and Technology Department; Taiyuan University of Science and Technology |
| 2026-10-18 | [Learning long-tailed representations via diversity-enhanced contrastive learning](https://doi.org/10.1016/j.neunet.2026.109790) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Yibo Xu, Wenyi Zhao, Bin Zheng et al. | Beijing University of Posts and Telecommunications; Henan Institute of Science and Technology |
| 2026-10-17 | [T-UIL: an incremental few-shot fault diagnosis framework based on uncertainty-guided trustworthy sample screening](https://doi.org/10.1007/s10489-026-07517-2) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Qianlong Yu, Liubing Hu, Chengri Lang et al. | Zhejiang Normal University |
| 2026-10-16 | [Generative semantic-enhanced vision-language pre-training for sign language translation](https://doi.org/10.1016/j.ipm.2026.105234) | [Information Processing & Management](https://scholar4ai.com/journals/information-processing-management.md) | Lixin Wang, Yuchun Fang |  |
| 2026-10-16 | [Global-local information fusion via contrastive learning and optimal transport for weakly paired H&E-to-IHC stain transfer](https://doi.org/10.1016/j.inffus.2026.104879) | [Information Fusion](https://scholar4ai.com/journals/information-fusion.md) | Weiwei Zhou, Dongdong Zhou, Qibin Zhang et al. | Dalian University of Technology; Jiangsu Province Hospital; First Hospital of China Medical University; … |
| 2026-10-15 | [METRO: A general and multi-view trajectory representation framework for dynamic urban environments](https://doi.org/10.1016/j.knosys.2026.117204) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Yuanzhang Zhao, Leixiao Li, Hao Lin et al. | Nankai University; Inner Mongolia University of Technology |
| 2026-10-13 | [A3AD: Enhancing CLIP with Triple-Aware Learning for Zero-Shot Anomaly Detection](https://doi.org/10.1016/j.patcog.2026.115125) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Aimin Feng, Junjie Zheng, Keyang Yu et al. | Nanjing University of Science and Technology; Nanjing University of the Arts; Nanjing University; … |
| 2026-10-10 | [Interpretable cine MR image–tabular integration for major adverse cardiovascular event prediction and survival analysis in acute myocardial infarction](https://doi.org/10.1016/j.eswa.2026.134685) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Feifei Zhang, Kairui Bo, Siyuan Pan et al. | Anhui University; Beijing Anzhen Hospital; University of Science and Technology of China |
| 2026-10-09 | [A multimodal diagnosis model combining multi-granularity contrastive learning and quality-aware adaptive fusion](https://doi.org/10.1016/j.patcog.2026.115118) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Ruiquan Ge, Zhipeng Wang, Deqiang Xiao et al. | Hangzhou Dianzi University; Shenzhen Research Institute of Big Data; Beijing Institute of Technology; … |
| 2026-10-09 | [Contrastive semi-supervised clustering based on pairwise constraint for identifying influential nodes in complex networks](https://doi.org/10.1016/j.eswa.2026.134684) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Bing Sun, Yanmei Hu, Jie Wei et al. | Chengdu University of Technology |
| 2026-10-09 | [CaCoL: Causality-Aware Multi-Centroid Contrastive Learning for multivariate time series anomaly detection](https://doi.org/10.1016/j.knosys.2026.117167) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Xiaofei Mu, Ye Tao, Hao Lu et al. | China University of Petroleum, East China; Qingdao University of Science and Technology; Shandong Normal University |
| 2026-10-07 | [ASAF-MedRec: Auxiliary-supervised semantic alignment and fusion for medication recommendation](https://doi.org/10.1016/j.ipm.2026.105218) | [Information Processing & Management](https://scholar4ai.com/journals/information-processing-management.md) | Xuelei Yin, QIN Li, Yao Li et al. | Sichuan University |
| 2026-10-07 | [SEPAL-Fuse: Semantic-preserving alignment for infrared–visible image fusion](https://doi.org/10.1016/j.neunet.2026.109705) | [Neural Networks](https://scholar4ai.com/journals/neural-networks.md) | Xianshuai Li, Shuqing Liang, Jian Zhang et al. | Central South University |
| 2026-10-06 | [CRAFMark: Contrastive-driven robust adaptive frequency-aware video watermarking against H.265/HEVC compression](https://doi.org/10.1016/j.eswa.2026.134652) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Shunzhe Zhu, Ke Niu, Jun Li et al. | Chinese People's Armed Police Force Engineering University |
| 2026-10-06 | [GBmooer: Granular-ball text label smoothing with hypersphere contrastive learning](https://doi.org/10.1016/j.eswa.2026.134643) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Jintao Zhai, Zeli Wang, Shuyin Xia et al. | Chongqing University of Posts and Telecommunications; Southwest University |
| 2026-10-03 | [Evolution of sentiment analysis toward aspect-based sentiment analysis: a scientometric analysis of research trends, knowledge structures, and emerging technologies (2015–2025)](https://doi.org/10.1007/s10618-026-01273-0) | [Data Mining and Knowledge Discovery](https://scholar4ai.com/journals/data-mining-and-knowledge-discovery.md) | Neha Goyal, Rajiv Bansal | Maharishi Markandeshwar University, Mullana |
| 2026-10-03 | [Dual-view contrastive learning for heterogeneous graph representation](https://doi.org/10.1016/j.patcog.2026.115060) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Rongyao Hu, Bingyun Yang, Jiangzhang Gan et al. | University of Electronic Science and Technology of China; Hainan University; Beijing Information Science & Technology University; … |
| 2026-10-01 | [Multi-View Contrastive Graph Convolutional Networks with Adaptive Fusion for semi-supervised classification](https://doi.org/10.1016/j.patcog.2026.115211) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Huaichun Xiao, Fadi Dornaika, Jingjun Bi et al. | University of the Basque Country; Ikerbasque; North China University of Water Resources and Electric Power; … |
| 2026-10-01 | [Joint contrastive and triplet alignment with memory-enhanced hard negative mining for text-audio bimodal sentiment analysis](https://doi.org/10.1016/j.eswa.2026.134796) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Siyuan Ni, Xianyong Li, Junyu Nie et al. | Xihua University |
| 2026-10-01 | [Multi-granularity contrastive learning for discovering categories of teacher instructional behavior indicators](https://doi.org/10.1007/s10489-026-07420-w) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Ting Cai, Qingyuan Tang, Yu Xiong et al. | Chongqing University of Posts and Telecommunications; University of Pecs |
| 2026-10-01 | [Research on multi-behavior recommendation model via relational graph attention networks based on knowledge graph](https://doi.org/10.1016/j.eswa.2026.134607) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Erping Zhao, Jiayao Zhang | Xizang Minzu University |
| 2026-09-29 | [CaPro: Semi-supervised medical image segmentation with class-aware prototype representation and cross-view contrast](https://doi.org/10.1016/j.patcog.2026.115032) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Gang Hu, Feng Zhao, Jinlin Jiang et al. | Xi'an University of Technology; Second Affiliated Hospital of Xi'an Jiaotong University; Xi'an Jiaotong University |
| 2026-09-28 | [AMAD: AutoMasked Attention for unsupervised multivariate time series anomaly detection](https://doi.org/10.1016/j.knosys.2026.117110) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Tiange Huang, Gengsen Li, Yongjun Li et al. | Northwestern Polytechnical University |
| 2026-09-28 | [ST-AHM: a soft-threshold sparse-attention hypergraph model with contrastive learning for session-based recommendation](https://doi.org/10.1016/j.eswa.2026.134574) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Rongyuan Chen, Jiebin Wen, Yeyu He et al. | Hunan University of Technology and Business; Hunan University; Department of Science and Technology of Hunan Province; … |
| 2026-09-28 | [Intent augmentation contrastive learning for Session-based Social Recommendation](https://doi.org/10.1016/j.knosys.2026.117061) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Mengying Lu, Hai-Tao Zheng, Lan Zhou et al. | Tsinghua Shenzhen International Graduate School; Tsinghua University; Peng Cheng Laboratory; … |
| 2026-09-27 | [Enhancing Large Language Models for document-level relation triple extraction via structural awareness and contrastive learning](https://doi.org/10.1016/j.ipm.2026.105203) | [Information Processing & Management](https://scholar4ai.com/journals/information-processing-management.md) | Dinghao Pan, Yuanyuan Sun, Jiru Li et al. | Dalian University of Technology |
| 2026-09-27 | [Multi-View Collaborative Clustering for Spatial Transcriptomics](https://doi.org/10.1016/j.patcog.2026.115007) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Jinrong Cui, Kaihua Zheng, Qi Zhang et al. | South China Agricultural University; City University of Macau; National University of Defense Technology |

## Cite this page

Scholar4AI. (2026). Papers on “contrastive learning”. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/keywords/contrastive-learning

```bibtex
@misc{scholar4ai-keywords-contrastive-learning,
  author = {{Scholar4AI}},
  title = {Papers on “contrastive learning”},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/keywords/contrastive-learning}},
  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/).