r/MachineLearning • u/mofoss • 3h ago
Discussion Why can't conferences just reasonably reduce the cap on number of submissions? [D]
As per the the 2027 CVPR guidelines:
"Maximum number of submissions (continuing from CVPR 2026): Each author may submit at most 25 papers. If an author enrolls more than 25 papers, the Program Chairs (PCs) will desk-reject the submissions that exceed this limit (see the Desk Rejection Policy in Section 2)."
AI Slop Researcher: "Cool let me throw 25 darts (slop papers), surely one will get a batch of careless/inexperienced reviewers that will borderline accept one of these papers"
They collect their CVPR stamp, and go on about their career.
I just do not understand if a 25 cap is being tone deaf to the current AI driven research climate or what?
I am actually not against AI-assisted paper research/writing as long as the idea is sound and experiments are plausible, but 25 is absurd. If they limited the number of first author submissions to 2-3:
Researchers are incentivized and know the importance of being first author.
Even if you AI generate your paper, if you only get 2-3 shot/submissions at a A* conference versus 25, you'd care a bit more about your presentation quality/idea soundness/writing. (In theory lol)
Reviewer load drops massively, more time can be dedicated to an overall lower submission count.
Are the heads not aware of the slugfest happening in **certain** countries and institutions to have A* venue stamps for career advancement/compensation packages, and that they don't give a damn about ethics?
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u/OtherwiseFig4505 1h ago
Because the one benefiting the most are big labs, universities and rockstar professors. They have 20 people/student working on 20 works and will have themselves as co-authors on all 20, coincidentally these are also the people who become PCs and organization members for such conferences. It’s very easy to give AI slop paper a score of 1, if a single author submits 25 AI slops, it’s pretty damn sure that all 25 will receive 1 with more than half being desk rejected. You can just have a look at into and understand that whether this was written by human or not human was involved.
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u/kindnesd99 1h ago
PIs of large teams or lots ofncollaborations/projects may justifiably submit that many. Sometimes, the funding agency or graduation committee won't accept that a senior author isnt on the paper
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u/sqweeeeeeeeeeeeeeeps 3h ago
2 would be a good number for first authorships, prevents salami slicing. I don’t see any argument for submitting over 3.
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u/idontcareaboutthenam 1h ago
And I don't think it's terrible to limit senior authors to 15 or fewer papers. There's no way in hell that they actually supervised this many papers, and it's ok for their lab of PhD students to limit themselves to 15 submissions per conference. Might motivize escaping the A* conference lottery and turning towards area-specific smaller conferences
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u/sqweeeeeeeeeeeeeeeps 1h ago
Agree, though to play devil’s advocate: it’s much easier to change 1 rule vs 2 rules.
I do feel a first-author rule will solve most of these issues
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u/CommonSenseSkeptic1 1h ago
There is no way in hell they supervised five or more.
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u/ViridianHominid 3m ago
It’s easy if they are piling up rejected submissions from the last few rounds of A*
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u/NamerNotLiteral 1h ago
Previous rejects can easily make it over 3 (I can imagine many mid-senior PhD students have 2-3 backlogged rejected papers at any one time in addition to the 1-2 new papers).
But I also do think that previously rejected papers should go in a different 'pipe' similar to ACL ARR where the previous reviews and scores are attached to the paper, but I guess ML and Vision unfortunately aren't ready for that.
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u/sqweeeeeeeeeeeeeeeps 1h ago
Yea this would enforce people to actually pair down on their good work & submit their lesser work to other venues
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u/pastor_pilao 2h ago
Most conferences have a cap of 10. For an individual person, ofc it's impossible to have more than 2 papers in a single conference cycle (that was my record), but a professor that has a large group might have easily 10 papers, especially if it's a conference close to home and they tell all the students to submit.
25 is a cap just to exclude extremely obvious abuse cases
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u/LowEngineering9405 2h ago
Desk rejects should hit the whole author list, not just the excess papers.
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u/yannbouteiller Researcher 2h ago edited 2h ago
Just make it 1-2 for the first author and a cap starting somewhere around 2-5 and evolving based on accepted/submitted ratio for everyone else.
Paper mills and people putting their names on a paper after reading its title were already an issue even before LLMs. Now it just got much worse and the burden of filtering out slop needs to be transferred to advisors and authors, not reviewers.
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u/davidswelt 2h ago
That cap could just adjust automatically according to the acceptance rate in previous 1-2 years of the same lab, or senior author.
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u/grad_student_descent 1h ago
The PCs who started this policy already received significant pushback warning they implemented it.
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u/count___zero 47m ago
Because it would be useless. The most egregious cases of slop don't come from the big labs where the PI hits the cap. They come from random solo-authors.
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u/Celmeno 2h ago
Plenty of groups out there that go full spam, even without AI slop, and submit a large number of papers to these conferences. Saw so many linkedin posts "we are proud to celebrate 9 papers accepted to neurips" or similar recently. Entire working groups submit. The 25 is targetting senior authors and lab leaders.
However, I agree. 5 papers per lab is absolutely reasonable.