T. Menyhárt

Quantization-Induced Error Propagation: Activation Analysis Within the PEP-AI Framework for Sustainable High-Efficiency and Explainable AI

Post-training quantization to INT8 enables energyefficient deployment of deep neural networks on edge devices, yet standard metrics such as mean Average Precision (mAP) fail to capture internal instabilities. We propose a Precise, Explainable, and Provable (PEP-AI) framework for validating quantized convolutional neura...