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The functional role of oscillatory dynamics in neocortical circuits: A computational perspective.Proceedings of the National Academy of Sciences, 122(4):e2412830122

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Winfree Oscillatory Neural Network

cs.LG · 2026-05-20 · unverdicted · novelty 6.0

WONN is a new oscillatory neural network based on generalized Winfree dynamics that scales competitively to ImageNet-1K and reaches 80.1% accuracy on Maze-hard with 1% of prior model parameters.

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  • Winfree Oscillatory Neural Network cs.LG · 2026-05-20 · unverdicted · none · ref 7

    WONN is a new oscillatory neural network based on generalized Winfree dynamics that scales competitively to ImageNet-1K and reaches 80.1% accuracy on Maze-hard with 1% of prior model parameters.