惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
MongoDB | Blog
MongoDB | Blog
博客园_首页
博客园 - 三生石上(FineUI控件)
博客园 - 聂微东
B
Blog RSS Feed
D
Docker
IT之家
IT之家
大猫的无限游戏
大猫的无限游戏
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
阮一峰的网络日志
阮一峰的网络日志
罗磊的独立博客
Recent Announcements
Recent Announcements
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
A
About on SuperTechFans
The GitHub Blog
The GitHub Blog
G
Google Developers Blog
V
V2EX
量子位
雷峰网
雷峰网
月光博客
月光博客
云风的 BLOG
云风的 BLOG
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
T
Tailwind CSS Blog

从百草园到三味书屋

医学人工智能周刊7|医疗人工智能算法的公平性 Skip-gram模型(2) 医学人工智能周刊6|模态无关的学习方法在医学影像以及生理信号中的评测 医学人工智能周刊5|提高医疗领域AI算法研究透明性清单 医学人工智能周刊4|如何解决医学人工智能的可解释性 医学人工智能周刊 #3 医学人工智能周刊 #2 医学人工智能周刊 开刊 生存分析(一) 统计学中的假设检验 什么是科学问题? MultiBench多模态表征学习的多尺度基准 ClinicalBERT: 对医学文本建模用于再入院预测 Embedding是什么? Skip-gram模型(1) 公开重症监护数据库MIMIC代码仓库介绍 公开重症监护数据库MIMIC-IV介绍 MIT 6.S91 Introduction Deep Learning Notes 《A Unified Approach to interpreting Model Predictions》论文解读 About Friends PyTorch深度学习(2) 重读XGBoost LSTM应用场景以及pytorch实例 PyTorch深度学习(1) Mathematical notation Git常用命令
如何阅读论文
Yong · 2024-04-10 · via 从百草园到三味书屋

Introduction #

Efficiently read a paper is a critical but rarely taught skill.

Describes the three-pass approach and its use in doing a literature survey.

The three-pass approach #

The first pass gives you a general idea about the paper. The second pass lets you grasp the paper’s content, but not its details. The third pass helps you understand the paper in depth.

The first pass #

A quick scan to get a bird’s-eye view of the paper, take about five to ten minutes:

  • carefully read the title, abstract, and introduction
  • read the section and sub-section headings, but ignore everything else
  • read the conclusions
  • glance over the references, mentally ticking off the ones you’ve already read

At the end of the first pass, you should be able to answer the 5Cs:

  • Category: what type of paper is this?
  • Context: which other papers is it related to? which theoretical bases were used?
  • Correctness: Do the assumptions appear to be valid?
  • Contributions: what are the paper’s main contributions?
  • Clarity: Is the paper well written

think as a reviewer: if a reviewer cannot understand the gist after one pass, the paper may be rejected.

The second pass #

read the paper with greater care, but ignore details such as proofs, take up to an hour.

  • look carefully at the figures, diagrams and other illustrations
  • mark relevant unread reference for further reading

The third pass #

Take about four or five hours for beginners, and about an hour for an experienced reader.

  • virtually re-implement the paper

Doing a literature survey #

  • Use academic search engine to find there to five recent papers in the area
    • read their related work
    • a recent survey paper
  • Find shared citations and repeated author names in the bibliography
    • download the key papers (1)
    • find where the best researchers published recently
  • Go to the website for these top conferences or journals and look through their recent proceedings
    • identify recent high-quality related work(2)
    • constitute the first version of survey from (1) and (2)
    • obtain key paper you didn’t find in these papers, obtain and read it

Reference #

Keshav S. How to Read a Paper.