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On Memory: A comparison of memory mechanisms in world models

Laird, Eli J. et al.
arXiv (All) · Papers
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artificial-intelligencei-2-10machine-learning
World models enable agents to plan within imagined environments by predicting future states conditioned on past observations and actions. However, their ability to plan over long horizons is limited by the effective memory span of the backbone architecture. This limitation leads to perceptual drift
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