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

Zhang, Yanhai et al.
arXiv (OAI Expanded) · Papers
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machine-learningneural-and-evolutionary-computing
Replay-based continual learning rehearses past data either in an offline phase, during which the agent stops acting, or interleaved with the live stream, where it perturbs the computation serving the current input. An agent that learns in deployment can afford neither. Motivated by local sleep, the
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