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VISTA: Validation-Informed Trajectory Adaptation via Self-Distillation

Corn, Eli et al.
arXiv (All) · Papers
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machine-learning
Deep learning models may converge to suboptimal solutions despite strong validation accuracy, masking an optimization failure we term Trajectory Deviation. This is because as training proceeds, models can abandon high generalization states for specific data sub-populations, thus discarding previousl
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