Selective Circuit Preservation During Compression of Large Language Models for Edge Deployment
This dissertation asks whether compression can be made capability-aware by borrowing the unit of analysis from mechanistic interpretability, and presents the problem formulation, the gap identified in a targeted review of the compression and interpretability literatures, and the design of a first experiment measuring c...