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Tianjin University
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AlignGAE shatters the homophily bias barrier, achieving up to 18.7% better performance on heterophilous graphs compared to existing methods.
MARDoc's innovative use of structured memory allows for clearer reasoning in long-document QA, outperforming traditional methods that struggle with context dilution.