SHARP separates memory accumulation from pattern recognition and uses accelerated offline replay of structured traces to achieve exponentially growing effective context at linear compute cost while learning non-stationary streams.
Itamar Lerner and Mark A Gluck
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SHARP: Sleep-based Hierarchical Accelerated Replay for Long Range Non-Stationary Temporal Pattern Recognition
SHARP separates memory accumulation from pattern recognition and uses accelerated offline replay of structured traces to achieve exponentially growing effective context at linear compute cost while learning non-stationary streams.