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Deep learn- ing with spiking neurons: opportuni- ties and challenges

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Efficient event-driven retrieval in high-capacity kernel Hopfield networks

cs.NE · 2026-05-07 · unverdicted · novelty 5.0

Asynchronous sequential updates in KLR Hopfield networks produce statistically indistinguishable trajectories from synchronous dynamics, achieve empirical capacities near P/N=30, and converge with event counts close to initial Hamming distance.

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  • Efficient event-driven retrieval in high-capacity kernel Hopfield networks cs.NE · 2026-05-07 · unverdicted · none · ref 11

    Asynchronous sequential updates in KLR Hopfield networks produce statistically indistinguishable trajectories from synchronous dynamics, achieve empirical capacities near P/N=30, and converge with event counts close to initial Hamming distance.