1. Thesis structure
- 1. Title
- 2. Abstract
- 3. Introduction
- 4. The proposed algorithm (method)
- 5. Experimental process (exp)
- 6. Conclusion
2. Reading steps
- Pass 1: title, abstract, conclusion. Take a look at the important figures and tables in the Methods and Experiments section. In this way, you can spend more than ten minutes to understand whether the paper is suitable for your research direction.
- The second pass: After confirming that the paper is worth reading, you can quickly go through the entire paper. You don’t need to know all the details, you need to understand the important figures and tables, know what each part is doing, and circle the relevant documents. If you think the article is too difficult, you can read the cited literature.
- The third time: What problem to ask and what method to use to solve this problem. How the experiment was done. Close the text and recall what each section is about.
3. Cases of Intensive Reading of Dissertations
ResNet paper:
The left picture is the training error, and the right picture is the test error. The authors use 56-layer and 20-layer networks without residuals.
Consider a relatively shallow network corresponding to a relatively deep version, identity mapping means that the input x output is also x
Sampling tests at different resolutions