【CS197-02】文献调研

原创已于 2022-04-06 19:11:17 修改 · 371 阅读

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于 2022-04-06 19:05:23 首次发布

本篇博客探讨了如何进行有效的文献调研和撰写relatedwork。首先，寻找邻近论文并扩展阅读，注意筛选文章质量和关注主要观点。接着，对调研文献进行分组和整理，形成清晰的框架。在撰写relatedwork时，要阐述过去方法，指出我们的创新点，并进行理论总结和佐证。最后，提供了一个paper outline模板，包括问题描述、前人工作不足、新洞察、技术概述、证明和影响。

本节课主要关于两点

如何做文献调研
如何撰写related work

这两点基于一个认知：

idea从既往工作中产生，我们要找到"Bit Filp"的地方。

1.文献调研：

首先找到和目前研究最贴近的“neighbour paper”。
然后基于“neighbor的引用”和“引用neighbor的”文章扩展对着问题的认识、
阅读的时候要注意

注意筛选文章质量
foucs on the main point, instead of read in detail.(前提是对这个领域的基本概念有所了解，如果这个还不太懂建议从综述开始，或者精读一篇，接下来的文章关注main topic)

2.对调研文献的整理

group initially
regroup
outline each group
writing

3. 撰写related work

段落内容：过去的方法+我们的bit flips
段落结果：理论高度的总结+相关工作的佐证+我们对于这点的思考

4. outline a paper

an example outline following the description:
Title: What paper did you read?
Problem: What problem is it solving? Why does this problem matter?
Assumption in prior work: What was the assumption that prior research made when solving this problem? Why was that assumption inadequate?
Insight: What is the novel idea that this paper introduces, breaking from that prior assumption?
Technical overview: How did the paper implement that insight? I.e., What did they build, or what did they prove, and how?
Proof: How did the paper evaluate or prove that its insight is correct, and is better than holding on to the old assumption?
Impact: What are the implications of this paper? How will it change how we think about the problem?