Efficient reading for computer science research#

Reading papers is how you build context and find gaps. Use a layered approach that matches your time.

The 3 pass method#

• Pass 1 (5 to 10 minutes): Read the title, abstract, and conclusion.
• Pass 2 (20 to 30 minutes): Scan figures, tables, and methods.
• Pass 3 (deep read): Study the details and take structured notes.

What to record in your notes#

• Problem statement
• Key contributions
• Methods or algorithms used
• Dataset and evaluation metrics
• Limitations or open questions

Build your citation graph#

• Start with 2 to 3 anchor papers.
• Use references to go backward in time.
• Use citation lists to go forward in time.
• Keep a short list of recurring authors and venues.

Reading strategies#

• Group papers by method, not by topic.
• Compare evaluation metrics across papers.
• Ask: “What would I change or test next?”

Tool suggestions#

• A citation manager (Zotero, Mendeley, or BibTeX)
• A notes template you reuse for every paper
• A shared folder for PDFs and datasets