Tag: Teacher-Student

Model Distillation: A Monograph on Knowledge Transfer, Compression, and Capability Transfer

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Conceptual Foundations of Knowledge Distillation The Teacher-Student Paradigm: An Intellectual History Knowledge Distillation (KD) is a model compression and knowledge transfer technique framed within the “teacher-student” paradigm.1 In this framework, Read More …

Knowledge Distillation: Architecting Efficient Intelligence by Transferring Knowledge from Large-Scale Models to Compact Student Networks

Posted on by uplatzblog

Section 1: The Principle and Genesis of Knowledge Distillation 1.1. The Imperative for Model Efficiency: Computational Constraints in Modern AI The field of artificial intelligence has witnessed remarkable progress, largely Read More …