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May, 2024
非平稳领域泛化:理论与算法
Non-stationary Domain Generalization: Theory and Algorithm
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Thai-Hoang Pham, Xueru Zhang, Ping Zhang
TL;DR
该论文研究了非稳定环境下的领域泛化问题,并提出了一种基于自适应不变表示学习的新算法,该算法利用非稳定模式来训练一个在目标领域上具有良好性能的模型。实验证实了该算法在合成数据和真实数据上的有效性。
Abstract
Although recent advances in
machine learning
have shown its success to learn from independent and identically distributed (IID) data, it is vulnerable to out-of-distribution (OOD) data in an open world.
domain generaliz
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