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cs.LG2026
Context Window Failures in Relational Foundation Models
Denis Oliveira Correa, Francisco Galuppo Azevedo
Recent Relational Deep Learning architectures have been proposed as foundation models for multi-table relational data, yet they impose constrained neighborhood budgets that force r…
cs.LG2026
Task Scarcity and Label Leakage in Relational Transfer Learning
Francisco Galuppo Azevedo, Clarissa Lima Loures, Denis Oliveira Correa
Training relational foundation models requires learning representations that transfer across tasks, yet available supervision is typically limited to a small number of prediction t…