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

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 of individual circuits.

By Zhang YanhaiarXiv cs.LG

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Originally published by arXiv cs.LG on Sep 30, 2026.

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