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Frequency Domain Reservoir Computing
频域视角重构储备池计算，为时间序列预测与信号处理开辟全新路径
arXiv:2606.24969v1 Announce Type: new Abstract: While the quadratic sequence-length bottleneck of transformers has fueled a resurgence in recurrent mo…
2
Kolmogorov-Arnold Reservoir Computing
KAN与储层计算碰撞，跳出传统激活函数，解锁时序建模新范式。
arXiv:2606.19984v1 Announce Type: new Abstract: Reservoir computing offers a lightweight framework for forecasting dynamical systems but may struggle …
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ParalESN: Enabling parallel information processing in Reservoir Computing
提出ParalESN方法，突破传统储备池计算串行瓶颈，实现高效并行信息处理。
arXiv:2601.22296v2 Announce Type: replace-cross Abstract: Reservoir Computing (RC) has established itself as an efficient paradigm for temporal proces…