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Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation

  • Cross-domain recommendation (CDR) addresses data sparsity and cold-start challenges in recommendation systems.
  • Behavior importance-aware Graph Neural Architecture Search (BiGNAS) is proposed to optimize GNN architecture and data importance for CDR.
  • BiGNAS uses a Cross-Domain Customized Supernetwork to search the optimal GNN architecture without retraining.
  • The Graph-Based Behavior Importance Perceptron dynamically assesses the importance of source domain behaviors for improved recommendations.

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