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Control ablations show that gains in cross-regime adaptive propagation are not explained by single-basis propagation, an additional same-family branch, or within-family adaptive order alone, supporting complementary two-basis propagation as an effective design principle for visual representation learning.
LayerRecall boosts long-range video generation consistency by intelligently routing historical context to specific model layers, outperforming traditional methods without sacrificing local detail.
