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Improvement of Diffusion Models Based on Radial Basis Function Neural Networks and Consistency Regularizatio
Author: Zhao, Jingsheng; Zheng, Jiashang; Yu, Chen; Fu, Huaijun; Zhang, Ruiqi
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 5, pp. -. DOI: 10.1007/s10994-026-07028-8
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Attribute Completion for Heterogeneous Graphs Based on Heterogeneous Relation Context Aware and Noisy Node Filterin
Author: Wu, Ling; Tian, Yanru; Xu, Huajie; Chen, Weijun; Guo, Kun
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 5, pp. -. DOI: 10.1007/s10994-026-07047-5
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Expanding Domain Generalization Theory: Error Bound Beyond Convex Combination Assumptio
Author: Wang, Xi; Bai, Liang; Yang, Xian; Liang, Jiye
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 5, pp. -. DOI: 10.1007/s10994-026-07003-3
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Boosting Efficient Experience Exchange in Sparse-Reward Multi-Agent Reinforcement Learnin
Author: Zhang, Jianan; Xie, Zaipeng; Yang, Nuo; Jin, Juguang; Song, WenZhan
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 4, pp. -. DOI: 10.1007/s10994-025-06967-y
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MultiScale Knowledge Distillatio
Author: Liu, Siyuan; Yao, Zikang; Li, Jianwu
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 4, pp. -. DOI: 10.1007/s10994-026-07035-9
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Empirical Gradient-Driven Continuous-Time SGD: Generalization Gap Dynamics and Practical Adaptive Trainin
Author: Cui, Kai; Li, Wan
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 4, pp. -. DOI: 10.1007/s10994-026-07031-z
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Bias Mitigation in Large Language Models for Tabular Data Classificatio
Author: Lu, Haohui; Shao, Zhiqi; Gao, Junbin; Uddin, Shahadat
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 4, pp. -. DOI: 10.1007/s10994-026-07030-0
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DGNet: Dynamic Graph Networks for Multivariate Time Series Predictio
Author: Zhang, Ying; Wang, Hongchao; Cheng, Yongqiang; Tan, Shaohao; Liu, Xinyang; Wang, Fanyu; Tan, Jicen
Journal: MACHINE LEARNING. 2026; Vol. 115, Issue 4, pp. -. DOI: 10.1007/s10994-026-07027-9
