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Writing a Research Paper Critique

Reading research papers is a skill. Like most skills, you have the foundation necessary to do the work (how to read, and foundational knowledge of computers and software). What you can get better at is gaining an understanding of and, eventually, improving on the knowledge presented in the papers you read.

There is a good, short, paper on how to read a research paper:

S. Keshav. "How to Read a Paper", ACM SIGCOMM Computer Communication Review, Volume 37, Issue 3, Pages 83-84, July 2007. (An updated online version is here: https://tinyurl.com/dgmbwo)

For papers I recommend, you should do at least the first two reading passes. For papers you find on your own, you'll do a first pass and, if the work is useful, a second pass. For select papers that are closely related to your work, you do the third, in-depth pass.

For critiquing a paper:

Also, if you find a paper you really like - either in the clarity of the idea and writing, or in the coolness of the approach, or in the methodology you could see yourself doing - take particular note. This is often an indication that this is a good paper for you to read in depth and base (at least parts of) your work. It doesn't mean your work will be exactly like this paper (but it can!), but it often can provide guidance as to the kind of work you want to do and the shape of the work you will do.