Core Concepts
Pairwise Alignment method improves graph domain adaptation by addressing conditional structure shift and label shift.
Stats
Pair-Align demonstrates an accuracy of 40.06% in the MAG dataset.
PA-CSS shows an accuracy of 56.00% in the Pileup dataset.
Quotes
"We propose a novel, theoretically principled method, Pairwise Alignment (Pair-Align) to counter graph structure shift by mitigating conditional structure shift (CSS) and label shift (LS)."
"Our method shows strong performance in synthetic and other existing benchmark datasets."