Submitted by MrAcurite t3_zpbsat in MachineLearning
dinkboz t1_j0t5v4q wrote
Ive never made a twitter account, and I usually just use google scholar to stay up to date with the research. A lot of times there are a few notable researchers/organizations I keep track of to see what is the up to date applied ML research in my field. Another way to stay rly up to date is scan through the background of the new preprints from famous researchers in the ML field for your specific field of ML and track through what papers they are citing. And please for the love of god, try not to cite the preprint
gBoostedMachinations t1_j0tw8pt wrote
What’s wrong with citing preprints?
czar_el t1_j0uu183 wrote
"What's wrong with flying in a plane before it's passed inspection?"
there_are_no_owls t1_j0wcf54 wrote
Depends on how much you trust the inspection... >.>
Hyper1on t1_j0wrenm wrote
Obviously very different situations, since plane inspections are actually reliable. These days I don't view a preprint as any different to a NeurIPS paper, since if I read the preprint and think it's good then essentially the only difference is that one has passed the NeurIPS reviewer lottery. I advise all ML researchers to just trust themselves, read the preprint, and if they think it's valuable then feel free to cite it.
dinkboz t1_j0xr6xg wrote
Im just knocking on ML researchers for citing preprints all the time lol. This is very much frowned upon in mechanical engineering (I apply ML to mechE problems), so Im just giving you guys a hard time for doing things differently. In most of the cases, I don’t think it’s a big issue.
Mukigachar t1_j0u1if2 wrote
Preprints may not have passed peer review yet, meaning there's potential for their findings to be invalid
hattulanHuumeparoni t1_j0yb16m wrote
At that point you're just citing a blog post with the aesthetics of a research article. No peer review, no editor to push back. Mind you, these things don't necessarily make the paper good, but they are useful sanity checks.
gBoostedMachinations t1_j102w53 wrote
Sure but I have never had any problem separating the wheat from the chaff. I can read them myself and decide whether the work is done well. Often the authors can be vetted as well.
If a reader of my own paper has a problem with me citing preprints they can read the paper themselves and decide if it’s appropriate. But the fact that it’s a preprint itself doesn’t really matter.
hattulanHuumeparoni t1_j109pxc wrote
Uhh I don't think anyone is gonna read through all your citations just to check if they're legit or not...
EDIT: so why not just bite the bullet and move to blog posts instead of preprints?
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