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Storing knowledge directly in LLM parameters offers a flexible, efficient alternative to in-context learning, bypassing context length limitations and repeated encoding costs.
Temporal-Distance-JEPA achieves a perfect success rate in Two-Room tasks by innovatively integrating temporal cost mining into latent model predictive control.
