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Bridging the perception-reasoning gap in visual planning, MGSD boosts model performance by over 19% while relying solely on visual inference during deployment.
LLM external memory performance degrades as the memory grows across rounds in realistic streaming scenarios, highlighting the need for better memory management strategies.
