Example Perplexity
2022-03-16Code Available0· sign in to hype
Nevin L. Zhang, Weiyan Xie, Zhi Lin, Guanfang Dong, Xiao-Hui Li, Caleb Chen Cao, Yunpeng Wang
Code Available — Be the first to reproduce this paper.
ReproduceCode
- github.com/vaynexie/example-perplexityOfficialIn papertf★ 1
Abstract
Some examples are easier for humans to classify than others. The same should be true for deep neural networks (DNNs). We use the term example perplexity to refer to the level of difficulty of classifying an example. In this paper, we propose a method to measure the perplexity of an example and investigate what factors contribute to high example perplexity. The related codes and resources are available at https://github.com/vaynexie/Example-Perplexity.