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cs.LG2024
LossVal: Efficient Data Valuation for Neural Networks
Tim Wibiral, Mohamed Karim Belaid, Maximilian Rabus +1
Assessing the importance of individual training samples is a key challenge in machine learning. Traditional approaches retrain models with and without specific samples, which is co…
cs.LG2024
Pairwise Difference Learning for Classification
Mohamed Karim Belaid, Maximilian Rabus, Eyke Hüllermeier
Pairwise difference learning (PDL) has recently been introduced as a new meta-learning technique for regression. Instead of learning a mapping from instances to outcomes in the sta…