Prospective Students
•
I’m looking for talented students with enthusiasm for fundamental research in machine learning / artificial intelligence.
- Overall:
- I have a very high standard for research and require students to do RIGOROUS and IN-DEPTH research INDEPENDENTLY.
- Our target:
- Top research that (at least) can be published in top conferences/journals, like ICML/NIPS/JMLR.
- I personally prefer fundamental and theoretical research that has practical impacts.
- The first thing you will need to do when you become one of my students:
- Read 20 ~ 50 papers from top conferences/journals.
- In any topic: the one(s) you are interested in, or just any.
- Make sure to understand the following key information in each paper:
- What is the problem they are solving?
- What is their main contribution?
- What is their main difference compared with previous work?
- What is your judgment? What do you think of this paper?
- Is the problem important?
- Is their contribution significant?
- Are their theoretical/experimental results solid?
- Do you have any criticism of them?
- Try to criticize their motivation, their assumption, their logic, their solution/theory, their experiment, etc.
- Is there any limitation? Did they overlook any important issues/aspects? Can you do better?
- Note that this typically requires a good high-level understanding, while details are often not necessary and can be omitted.
- Read 20 ~ 50 papers from top conferences/journals.
- What will be your research topic:
- We DO NOT assign topics to students in principle.
- Find your research topic on your own by reading papers and I will always be there if you need any guidance.
- When you have read 50 papers and still haven’t found a suitable/interested topic, I will give my suggestions.
- My style:
- I might be generally very nice, but I can be rather critical upon research.
- You will be required to build a DEEP and CLEAR understanding of your research topic and related works.
- This may take a long time, but it will be a PREREQUISITE for us to start the real research.
- I will guide and force you to think deeply, clearly, and logically. Wish we have the same belief that:
- Superficial understanding may lead to specious conclusions.
- Deeper thinking can bring simpler/better solutions.
- Characteristics that I value most:
- [5’] Good (SELF-)LEARNING ability.
- [5’] CLEAR and STRICT LOGIC.
- [4’] Good intuition and critical thinking.
- [3’] Good at math and programming.
- [3’] Confidence and perseverance.
- Management:
- There will be a weekly meeting, which is typically online and one-on-one.
- You will be required to keep a diary of research, which records daily summaries of:
- New things you learn;
- New papers and/or related content you read;
- New thoughts about your research topic or the related;
- New experiments and/or their analysis, and so on.
- You will be required to summarize and review your research monthly in writing.
- There will be a PROBATIONAEY period of one semester for every newcomer.
- Principle of authorship:
- We determine the authorship according to the contribution. The tentative score-based rules are as follows:
- Idea: 0 ~ 2 points, depending on the importance.
- Theory: 1 ~ 4 points, depending on the importance and workload.
- Coding: 0 ~ 3 points, depending on the workload.
- Writing: 1 ~ 2 points, depending on the workload.
- The points of each part will be allocated to persons who participated, according to their contribution.
- For conferences/journals that typically do not regard authors as of equal contribution:
- The authors with higher contribution points have a higher priority in choosing the position in the author list.
- For authors that share similar contributions, the relatively lower-ranked can argue for a claim of equal contribution.
- E.g., their difference in contribution points is less than 1.
- In principle, people with too little contribution will not be regarded as one of the authors.
- E.g., get less than 1 point, even though somehow participated in.
- We determine the authorship according to the contribution. The tentative score-based rules are as follows: