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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

2026-07-22 至 2026-07-22 共收录 1
2607.08783 2026-07-22 cs.LG cs.AI 版本更新

LieBN: Batch Normalization over Lie Groups

LieBN:李群上的批量归一化

Ziheng Chen, Yue Song, Rui Wang, Xiao-Jun Wu, Nicu Sebe

机构 * Department of Information Engineering and Computer Science, University of Trento(信息工程与计算机科学系,特伦托大学) Computing and Mathematical Sciences, Caltech(计算与数学科学系,加州理工学院) School of Artificial Intelligence and Computer Science, Jiangnan University(人工智能与计算机科学学院,江南大学)

AI总结 针对流形值测量在机器学习任务中的问题,提出LieBN框架用于李群上的黎曼批量归一化,利用左右不变度量,在多种几何结构上实例化并经实验验证有效。

Comments Extended version of the ICLR 2024 paper: A Lie Group Approach to Riemannian Batch Normalization. arXiv admin note: substantial text overlap with arXiv:2403.11261

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