| 2026-10-19 | DA-S2RL: Disease-aware shared-specific representation learning for heterogeneous image-EHR Alzheimer’s disease diagnosis | Neural Networks | Wei Wang, Yu Shi, Juan Cheng et al. | Hefei University of Technology | ADNI |
| 2026-10-17 | Language modeling on tabular data: a survey of foundations, techniques and evolution | Artificial Intelligence Review | Yucheng Ruan, Xiang Lan, Jingying Ma et al. | National University of Singapore; Institute of Data Science | MIMIC, UK Biobank, PhysioNet / MIT-BIH |
| 2026-10-16 | Evaluating LLMs for named entity recognition: a cost-benefit analysis in the legal domain | Knowledge and Information Systems | Shefali Singhal, Eoin O’Connell, Niall McCarroll et al. | University of Ulster; Ulster University, Derry-Londonderry Campus; Ulster Hospital | BraTS |
| 2026-10-15 | A Cognitive, Quantum-Inspired Learning Framework for Energy-Efficient and Reliable Routing in Wireless Body Area Networks | Cognitive Computation | Soufiane Ben Othman, Naima Saeed | King Faisal University; University of Aden | MIMIC, PhysioNet / MIT-BIH |
| 2026-10-15 | A data augmentation-based deep reinforcement learning approach for high-risk states avoidance in sepsis treatment | Applied Intelligence | Qiwei Zhang, Bin Lin, Yunlong Liu | Xiamen University; Taixing People's Hospital | MIMIC |
| 2026-10-11 | HGMamSurv: a hypergraph mamba network for cancer survival prediction on whole slide images | Pattern Recognition | Saisai Ding, Yihan Deng, Jiawei Sun et al. | Chinese Academy of Sciences; Suzhou Institute of Biomedical Engineering and Technology | TCGA |
| 2026-10-10 | CheXPO-v2: Preference optimization for chest X-ray VLMs with knowledge graph consistency | Pattern Recognition | Yuxuan An, Xiao Liang, Di Wang et al. | Xidian University; Capital Medical University | MIMIC |
| 2026-10-09 | R3-Gen: Enhancing medical report generation with reasoning-reinforced fine-tuning | Pattern Recognition | Ting Xiao, Yixing Qiu, Haofeng Yang et al. | East China University of Science and Technology; Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education | MIMIC |
| 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 | MIMIC |
| 2026-10-07 | Causal discovery from nonstationary subsample time series | Neural Networks | Wei Chen, Qian Huang, Fuhong Wang et al. | Guangdong University of Technology; Shantou University | ADNI |
| 2026-10-06 | A specificity-driven causal augmentation framework for robust and interpretable thyroid cancer recurrence modeling | Information Processing & Management | Yan Wu, Yanyan Liu, Zhaoyuan Zhang et al. | Yili Normal University; Xinjiang Institute of Engineering | TCGA |
| 2026-10-06 | Targeted frequency modulation for robust neonatal respiratory distress classification | Pattern Recognition | Yeon-Ju Kim, Sunkyoung You, Seoyeon Oh et al. | Hanbat National University; Konyang University; Chungnam National University; … | Chest X-ray (CheXpert, ChestX-ray14) |
| 2026-10-05 | Cloud-edge efficient image segmentation via lightweight multiscale attention learning | Journal Of Big Data | Yujie Li, Huihui Zhang, Guoxu Liu et al. | Weifang University; Wonkwang University | ISIC skin lesion archive |
| 2026-10-03 | Uncertainty quantification for trustworthy deep learning: Methods and measures | Neural Networks | H. Martin Gillis, Thomas P. Trappenberg | Dalhousie University | BraTS |
| 2026-10-01 | A metaheuristically optimized transfer learning framework with super-resolution G. A. N. for multi-class Alzheimer’s disease classification from M. R. I. images | Neural Computing and Applications | S. Mahalakshmi, K. Ramalakshmi, K. Valarmathi | | ADNI |
| 2026-10-01 | BioDiff: Spectrally Consistent Diffusion Modeling for High-Fidelity Physiological Signal Generation | Expert Systems with Applications | Hengyu Dai, Hongwei Ding, Yanxin Zhang et al. | Northeastern University; Westlake University | PhysioNet / MIT-BIH |
| 2026-10-01 | SYNAPSE-X: a calibration-aware vision transformer framework for selective referral in multi-class brain tumor MRI classification | Neural Computing and Applications | Sadaf Tabatabaee, Mohammad T. Khasawneh | Binghamton University | BraTS |
| 2026-10-01 | Employing novel DeepBiLSTM framework on NVIDIA Jetson Nano edge platform for sleep apnea detection | Neural Computing and Applications | Mohebbanaaz, Srilaxmi Dasari, Pasuluri Binduswetha | | PhysioNet / MIT-BIH |
| 2026-10-01 | Patient-independent EEG seizure detection using channel attention and dual-branch time–frequency features | Neural Computing and Applications | Hrishikesh Tiwary, Arnav Bhavsar, H Muralikrishna | Indian Institute of Technology Mandi; Manipal Academy of Higher Education | PhysioNet / MIT-BIH |
| 2026-10-01 | Learning causal structures from LLM-AHP comparisons for interpretable forecasting | Knowledge-Based Systems | Lan Yang, Xingchen Hu, Witold Pedrycz et al. | Xidian University; National University of Defense Technology; University of Alberta; … | MIMIC |
| 2026-10-01 | ANNE: adaptive neuron network expansion for 2D medical image segmentation | Applied Intelligence | Abel A. Reyes, Sidike Paheding | Michigan Technological University; Fairfield University | ISIC skin lesion archive |
| 2026-09-28 | scDEAN: a lightweight adaptive fusion model for clustering scRNA-seq data | Applied Intelligence | Subhashis Chatterjee, Rohit Bose | Indian Institute of Technology Dhanbad | TCGA |