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Learning Without Clocks: Partition-Invariant Neural Network

arXiv:2610.37823v1 Announce Type: new Abstract: Event cameras, spiking cochleas and similar sensors emit asynchronous events, yet most learning systems first bin them into frames or packets, so the output depends on how the stream was sliced. Networks whose state is updated exactly at every event a…

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  1. 2026-10-30 04:00 · arXiv cs.LG
    Learning Without Clocks: Partition-Invariant Neural Network

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