AIBullisharXiv – CS AI · 10h ago6/10
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Topological Neural Dynamics: A Neuron-wise Framework for Sequence Modeling
Researchers introduce Topological Neural Dynamics (TND), a novel sequence modeling framework that replaces traditional layer-wise neural computation with neuron-wise dynamics where individual neurons evolve independently through explicit graph topology. In a Pong behavior cloning benchmark, TND outperforms RNNs, LSTMs, continuous-time networks, and Transformers with a catch rate more than three times higher than the strongest baseline, suggesting this architectural approach offers a more effective inductive bias for sequence modeling.