Batch self-organizing memory neural network for continual supervised learning

Jiahui Niu

doi:10.1016/j.neunet.2025.108390

2025-11-30

PRE

Jiahui Niu

Xin Ma *

DOI：10.1016/j.neunet.2025.108390

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• 自组织动态网络能够在无任务标识符的情况下实现持续学习。 • 批量竞争学习算法通过捕捉任务数据分布来扩展网络。 • 记忆修正模块调整学习轨迹，修正增量数据带来的偏差。 • 在具有挑战性的数据集上达到当前最佳性能，具有高精度和低遗忘率。

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Neural Networks

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6.3

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