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AlphaLearn frames adaptive e-learning as multi-objective optimization
AlphaLearn proposes a multi-objective evolutionary framework for adaptive e-learning pathways that integrates fairness as a core optimization criterion alongside learning effectiveness and engagement.
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Adaptive formative assessment showed high estimation accuracy
Formative adaptive assessment framework combining Item Response Theory-based computerized adaptive testing with Bayesian diagnostic modelling for engineering education competency assessment.