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The results show that the key to memory-augmented repair is not simply accumulating more experiences, but retrieving the right experiences for the right repair context, and that relevance, quality, and redundancy matter more than raw memory volume.
R^3 achieves a groundbreaking balance between compliance and semantic intent preservation, outperforming existing methods in video ad rectification.