2022 Jiangsu Provincial Visual Computing and Trustworthy Artificial Intelligence Summer School Learning Record

Part I Wang Changdong Sun Yat-sen University

choose a paper

Core idea: Select appropriate papers to read according to research topics, problems to be solved, etc.: latest, classic, influential
Student search, teacher communication screening; teacher designation
reading method
- Grasp the key points, grasp the main idea, and don't focus on the details
  
  Generally, intensive reading is required only when a paper experiment needs to be reproduced or compared.
- good text intensive reading
  
  Follow the clues, find the author's homepage, and implement the algorithm
- mind Mapping
  
  Clarify the context of the entire research system
- Weekly Paper Reading Report
3-5 articles a week, skimming combined with intensive reading

About one page per paper: main method, comparison with other papers..., own thoughts

Different types of research topics require different methods of refining ideas
1. math oriented
  - Read review papers + massive literature and be familiar with the background of the research field
  - Identify a series of related scientific problems that have not yet been solved
  - Familiar with the relevant mathematical theoretical basis (thesis + teaching materials)
  - Objective functions involved in solving scientific problems
  - Optimization methods that involve solving the objective function
  - Experimental verification
2. engineering-oriented
  - Read review papers + massive literature and be familiar with the background of the research field
  - Identify a series of related scientific problems that have not yet been solved
  - Familiar with the relevant tool code base (github+blog)
  - A Deep Learning Framework Involved in Solving Scientific Problems
  - Implementation framework
  - Experimental verification
3. Enterprise Application Oriented
4. Life Inspiration Oriented
Existing methods cannot be slightly modified, and incremental innovation is not advisable
Before thinking about an idea, empty your knowledge base and think boldly

Make full use of existing libraries to quickly implement algorithms
The experimental data should be sufficient, and the comparison algorithm western medicine covers the latest, classic and most commonly used methods
The experimental analysis is complete without any omissions

Problem solving: problem discovery, systematic research , effective methods, practice verification
Scientific background: academic ethics, structural thinking , rigorous logic , clear expression
Long rope thinking: don't rush for quick success, don't worry about gains and losses, communicate and share, and continue to accumulate

Structural thinking , rigorous logic , clear expression

Long rope thinking: don't rush for quick success, don't worry about gains and losses, communicate and share, and continue to accumulate

Important Conference Journals