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Theoretical Perspectives on Knowledge Distillation: A Review
This section outlines several established theoretical perspectives on knowledge distillation, highlighting the strengths and limitations of standard training objectives and motivating alternative formulations. These include optimization-based, probabilistic, and contrastive interpretations, contributing to the core principle and paradigm of knowledge distillation.
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