| 2026-10-19 | MASIG: Multi-view augmentation for graph representation learning on structurally imbalanced graphs | Expert Systems with Applications | 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 | Neural Networks | 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 | Applied Intelligence | 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 | Information Processing & Management | 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 | Information Fusion | 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 | Knowledge-Based Systems | 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 | Pattern Recognition | 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 | Expert Systems with Applications | 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 | Pattern Recognition | 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 | Expert Systems with Applications | 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 | Knowledge-Based Systems | 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 | Information Processing & Management | Xuelei Yin, QIN Li, Yao Li et al. | Sichuan University |
| 2026-10-07 | SEPAL-Fuse: Semantic-preserving alignment for infrared–visible image fusion | Neural Networks | 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 | Expert Systems with Applications | 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 | Expert Systems with Applications | 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) | Data Mining and Knowledge Discovery | Neha Goyal, Rajiv Bansal | Maharishi Markandeshwar University, Mullana |
| 2026-10-03 | Dual-view contrastive learning for heterogeneous graph representation | Pattern Recognition | 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 | Pattern Recognition | 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 | Expert Systems with Applications | 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 | Applied Intelligence | 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 | Expert Systems with Applications | 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 | Pattern Recognition | 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 | Knowledge-Based Systems | 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 | Expert Systems with Applications | 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 | Knowledge-Based Systems | 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 | Information Processing & Management | Dinghao Pan, Yuanyuan Sun, Jiru Li et al. | Dalian University of Technology |
| 2026-09-27 | Multi-View Collaborative Clustering for Spatial Transcriptomics | Pattern Recognition | Jinrong Cui, Kaihua Zheng, Qi Zhang et al. | South China Agricultural University; City University of Macau; National University of Defense Technology |