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Author

Liana Mardanova

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Book Open access Nov 2026

Give Me MoE: Dynamic Expert Routing for Inductive Graph-based Recommendation

Graph-based recommender systems capture high-order user–item dependencies but often underperform in cold-start settings, especially for new items with limited interactions. Inductive graph models generalize to unseen users and items via node features and neighborhood aggregation. However, most rely on shared parameters...

Liana Mardanova, Denis Krasilnikov, Oleg Lashinin et al. · 0 citations
Book Open access Nov 2026

Give Me MoE: Dynamic Expert Routing for Inductive Graph-based Recommendation

Graph-based recommender systems capture high-order user–item dependencies but often underperform in cold-start settings, especially for new items with limited interactions. Inductive graph models generalize to unseen users and items via node features and neighborhood aggregation. However, most rely on shared parameters...

Liana Mardanova, Denis Krasilnikov, Oleg Lashinin et al. · 0 citations

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