arxiv
PublishedJuly 1, 2026 at 4:00 AM
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Topological Neural Dynamics: A Neuron-wise Framework for Sequence Modeling
Publisher summary· verbatim
arXiv:2606.21295v4 Announce Type: replace-cross Abstract: Existing sequence models, including RNNs, LSTMs, continuous-time networks, and Transformers, share a common structural principle: layer-wise dynamics, where all neurons in the same layer co-evolve through a shared parameterized operator, leav
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Originally published on arxiv ↗