Author

Alexandre Dorais

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#artificial intelligence Preprint Sep 2026

Support-Set Target Leakage in Relational Foundation Models during In-Context Learning: Model Dependence and Evaluation Reliability

The support/query information boundary is identified as an important component of reliable relational ICL evaluation as well as a concern with native-schema leakage candidates from the original relational schema.

Roshan Reddy Upendra, Alexandre Dorais, Joe Meyer et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Support-Set Target Leakage in Relational Foundation Models during In-Context Learning: Impact, Detection, and Mitigation

This work evaluates a frozen relational encoder with an ICL head on held-out RelBench databases and uses Integrated Gradients to rank and remove suspicious columns, showing that the effect of support-set leakage varies across tasks and relational distances.

Roshan Reddy Upendra, Alexandre Dorais, Joe Meyer et al. · 0 citations