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Replay in the Silent Degrees of Freedom: Continual Learning Without an Offline Phase

arXiv:2609.31630v1 Announce Type: new Abstract: Replay-based continual learning almost always consolidates in a dedicated offline phase or by interleaving replayed samples with the input stream, whereas brains also consolidate during wakefulness through local sleep, brief use-dependent off-periods…

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  1. 2026-09-29 04:00 · arXiv cs.LG
    Replay in the Silent Degrees of Freedom: Continual Learning Without an Offline Phase

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