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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

B. Laforge

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Preprint Aug 2026

From Student Risk Prediction to SC2R: Semantics-Constrained Counterfactual Recourse for Educational Decision Support

SC2R is introduced, a semantics-constrained counterfactual recourse framework for educational decision support that combines a calibrated predictive model, integer-programming-based recourse generation over discrete action variables, a lightweight RDF vocabulary for intervention-plan representation, and SHACL validatio...

Le Ngoc Luyen, Marie-Hélène Abel, B. Laforge · 0 citations

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