How I Read ML Papers Without Burning Out

Start with the abstract and figures

If the problem is not relevant, move on. Time is finite.

One pass for structure

Introduction, method sketch, results, limitations. Skip proofs on first read unless you need them.

Reproduce a tiny piece

Reimplement a small experiment or run official code if available. That beats rereading the same PDF.

Community

Surveys and blog posts often explain the same idea in friendlier language. Use them.