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arXiv stat.ML · Papers

Low-Rank Evolutionary Deep Neural Networks via Adaptive Tangent-Space Reduction

arXiv:2509.16395v2 Announce Type: replace Abstract: Evolutionary deep neural networks (EDNNs) solve time-dependent partial differential equations by evolving the neural-network parameters sequentially in time through a local least-squares problem. Their main computational bottleneck is that each time step requires the