| 2026-10-23 | AlignVSS: Alignment-enhanced feature propagation and distillation for efficient Video Semantic Segmentation | Knowledge-Based Systems | Teng Li, Shumin An, Qingmin Liao et al. | Tsinghua Shenzhen International Graduate School; Tsinghua University; Hong Kong University 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 | Towards efficient large language models for scientific data: a review | Artificial Intelligence Review | Huy Quoc To, Guangyan Huang, Jun Wang et al. | Deakin University; Zhengzhou University of Aeronautics |
| 2026-10-16 | CDCLAP: Efficient distillation framework for zero-shot audio event classification | Neural Networks | Fei Chen, Hui Xue, Pengfei Fang | Southeast 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 |
| 2026-10-14 | VLKD-YOLO: A semantic-aware visual-language distillation framework for lightweight underwater object detection | Pattern Recognition | Chuanyi Zhang, Ruiyang Wang, Xinlei Zhang et al. | Hohai University |
| 2026-10-14 | Towards robust Graph Neural Networks: A comprehensive strategy against graph and label noise | Information Processing & Management | Jie Chen, Fei Zhu | Soochow University |
| 2026-10-14 | Distilling representation evolution from GNNs into graph-less MLPs | Expert Systems with Applications | Fuqiang Liu, Jiayan Fu, Xinlong Chen et al. | Fuzhou University |
| 2026-10-13 | Answer-oriented collaborative distillation for multi-stage evidence-augmented question answering | Knowledge-Based Systems | Yaying Wu, Tao Wang, Yurong Qian et al. | Xinjiang University |
| 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 |
| 2026-10-08 | JTCSE: Joint tensor-modulus constraints and cross-attention for unsupervised contrastive learning of sentence embeddings | Neural Networks | Tianyu Zong, Bingkang Shi, Hongzhu Yi et al. | University of Chinese Academy of Sciences |
| 2026-10-07 | Cross-modal orthogonal feature distillation for gear fault diagnosis with heterogeneous multi-source information | Information Fusion | Jiangjiao Li, Jialiang Liu, Jiaqi Zhu et al. | Northeastern University; Kingston University London; Brunel University of London |
| 2026-10-02 | Graph Transformers and Graph Neural Networks are good teachers for each other | Pattern Recognition | Yunfan Liu, Lirong Wu, Zihan Liu et al. | Westlake University |
| 2026-10-01 | High-frequency depth distillation from foundation models for multi-view 3D object detection | Pattern Recognition | Jingxin Wang, Shuang Li, Mingpi Tan et al. | Chongqing University of Posts and Telecommunications |
| 2026-10-01 | Investigations on model compression techniques for convolutional neural networks under noise and hardware constraints | Neural Computing and Applications | Ambati Sai Vikas, Narravula Mukesh, Mallisetty Rathna Kumar et al. | Amrita Vishwa Vidyapeetham |
| 2026-10-01 | SURGE: Structural Perturbation Response Field Guided Residual Distillation for Graph Unlearning | Machine Learning | Chaofan Shen, Min Wang, Jing Zhang | Southeast University |
| 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 |
| 2026-09-30 | PG-DCA: prototype-guided knowledge transfer for imbalanced and heterogeneous data collaboration | Information Fusion | Tingkai Sun, Xiucai Ye, Akira Imakura et al. | University of Tsukuba |
| 2026-09-30 | A dynamic fusion enhanced trajectory distillation framework for multi-view classification | Pattern Recognition | Hongyu Yao, Binlu Chen, Xiaobin Hong et al. | Nanjing Forestry University; Nanjing University; Nanjing University of Posts and Telecommunications |
| 2026-09-29 | KG-NAV: Knowledge-guided mixture-of-experts for local UAV navigation | Knowledge-Based Systems | Yaoxin Shen, Yongming Liu | Arizona State University |
| 2026-09-28 | Sensory-aware sequential recommendation via review-distilled representations | Knowledge-Based Systems | Yeo Chan Yoon, Chanjun Park, KyuHan Koh | Jeju National University; Soongsil University; California State University, Stanislaus |
| 2026-09-27 | PGSD: Prototype-Guided Self-Distillation for Zero-Shot Sketch-Based Image Retrieval | Pattern Recognition | Xueping Tan, Donglin Zhang, Xiaojun Wu | Jiangnan University |
| 2026-09-27 | Knowledge distillation in medical imaging: A comprehensive survey of trends, challenges, and opportunities | Information Fusion | Muzammil Behzad, Reem Aljunaid, Nour Aburaed et al. | King Fahd University of Petroleum and Minerals; Imam Abdulrahman Bin Faisal University; University of Dubai; … |