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#weisfeiler-leman News & Analysis

2 articles tagged with #weisfeiler-leman. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Jun 16/10
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Scaling Higher-Order Graph Learning with Maximal Clique Complexes

Researchers introduce simplified and factored cellular Weisfeiler Leman tests alongside maximal clique complexes to enable scalable higher-order graph neural networks. The CliqueWalk algorithm samples maximal cliques efficiently without explicit enumeration, addressing the critical scalability bottleneck that has limited adoption of topological learning approaches in production systems.

AINeutralarXiv – CS AI · May 126/10
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RAwR: Role-Aware Rewiring via Approximate Equitable Partition

Researchers introduce RAwR, a graph neural network rewiring framework that addresses the oversquashing problem by augmenting graphs with quotient graphs derived from equitable partitions. The method improves GNN performance on long-range prediction tasks while maintaining computational efficiency and demonstrates state-of-the-art results across diverse benchmarks.