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One day a week hardly seems like enough to stay up to date on SOTA research (at least, anything more than being aware it exists).

There are over 200 articles on the arXiv in stat.ML from this week.

https://arxiv.org/list/stat.ML/recent

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Not all 200 articles in stat.ML are SOTA research.

Certainly not, but an 8 hour day dedicated to deciding just that gives you only 2 minutes per article.

You only need a few seconds to read the title, and you can cut away 150 out of those 200 with that. If it's a paper simply not in your area of research, you don't need to bother. You can then read the abstract (30 seconds) for the rest, and finally you'll pick 5-10 papers to read. You'd skim them with 5-10 mins per paper, and if you like what you see in 1-2 papers, you'll give it a more through read. So this is 10 mins + 30 mins + 2 hours + buffer, which is at best 3-4 hours.

Of course this requires a strong filter at the first stage. You can also set aside time to investigate specific topics outside your work, but you won't do that as often as you keep up with your own literature.

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