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The Decoder:AI News· Jonathan Kemper·· 22 天前AI 评分47

AI 论文潮压垮预印本平台,arXiv 限制每人每月最多提交 2 篇论文

ArXiv caps submissions at two per month as AI paper flood overwhelms the preprint server

文章要点
  • 1arXiv 自 2026 年 10 月 1 日起限制每人每月提交 2 篇论文,被拒稿件同样占用额度,合著者不受影响
  • 22026 年 9 月投稿量达 40,363 篇,为 arXiv 史上单月最高,cs.AI 分类两年增长超六倍
  • 3投稿激增带来近 9,000 张支持工单,志愿审核员被碎片化论文和 AI 生成文本拖慢审核
  • 4arXiv 已脱离康奈尔走向独立,获三家机构合计 1,720 万美元资助,部分用于应对 AI 生成内容
决策要点

AI 让论文产能超出学术审核体系的承载上限,arXiv 转向按人头限流的配额制,内容质量审核成为科研基础设施的新瓶颈。

  • 影响:以论文发表为考核的研发团队需重排投稿节奏和署名分配,主提交人的月度额度可能卡住关键成果;AI 批量生成压垮人工审核的路径,同样适用于企业内容审核和知识库治理的预算测算;平台方为审核工具追加投入,说明内容核验正在成为独立支出项。
  • 参考:可考虑先盘点研究团队的投稿计划和主提交人额度分配,把最重要的成果排在月度名额内;值得参照 arXiv 的经验,测算企业内部 AI 生成内容的审核人力与工具预算,优先核查引用和数据的真实性。
  • 依据:投稿量 40,363 篇、两年翻倍与 cs.AI 六倍增长为 arXiv 官方口径;低质量论文占用审核时间的说法出自编辑咨询委员会主席;会议投稿与伪造引用数字分别来自 ICLR 和 GPTZero。
正文

arXiv now limits submissions to two papers per person per month because AI tools have driven monthly submissions past 40,000, doubling in two years and growing sixfold in the AI category alone, overwhelming its volunteer moderators.

Starting October 1, 2026, the preprint platform Arxiv will allow only two submissions per person per calendar month. The existing cap of three active submissions at any given time, in place since 2024, stays.

According to Arxiv, the limit applies across all categories and only to the person who submits the paper. Co-authors aren't affected. Rejected papers still count toward the limit because they eat up moderation time. But if authors delete a paper before publication, they get that slot back.

AI-fueled growth is overwhelming moderators

Arxiv points to the sharp rise in submissions, partly driven by AI tools, as the reason for the new rule. In September 2016, the platform received 9,869 submissions. By September 2024, that number hit 20,569. By September 2026, it reached 40,363. That surge generated nearly 9,000 support tickets for staff and moderators. In the cs.AI category alone, submissions grew more than sixfold in two years.

Bar chart showing monthly Arxiv submissions from 1991 to September 2026, with a steep rise after 2020 and an all-time high of 40,363 submissions in September 2026.
Arxiv recorded more submissions in September 2026 than in any other single month in its history. | Image: Arxiv

Volunteer moderators are seeing more thin, narrowly focused papers, "salami" papers sliced into tiny pieces, and dense texts written by AI. Thomas G. Dietterich, chair of the Arxiv Editorial Advisory Council, calls the volunteer moderators the backbone of quality control.

"However, a relatively small proportion of authors are submitting a large number of low-quality papers and consuming a disproportionate fraction of the moderators’ time," he writes. "This is unfair to authors who continue to submit quality papers — their papers can be delayed for days or weeks as a result." On Bluesky, he adds that some authors submit dozens of papers.

Line chart showing monthly submissions to the Arxiv cs.AI category from January 2024 to August 2026, rising from about 300 to over 3,000.
Submissions to the cs.AI category have grown more than sixfold since early 2024. | Image: Arxiv

Dietterich also hopes the limit will curb "micro-result" papers that describe, say, one extra ablation study or a minor tweak to an architecture. Arxiv calls the rule a temporary fix until its own moderation tools can scale. Dietterich says he hopes the cap can be raised or dropped later.

Three rounds of tightening in under a year

Arxiv had already tightened rules for computer science papers in November 2025. Since then, review articles and position papers must go through peer review. In May 2026, Dietterich announced a one-year ban for authors whose papers clearly contain unverified LLM outputs like hallucinated sources.

AI conferences are dealing with the same problem. ICLR 2027 had already received about 50,000 abstracts before its deadline. ICLR 2026 got around 19,500 valid submissions. Among roughly 5,000 accepted papers at NeurIPS 2025, GPTZero found at least 100 fabricated citations, even though each paper had at least three reviewers.

Major funding arrives as Arxiv goes independent

After 25 years, arXiv is splitting from Cornell University and has been transitioning to an independent nonprofit since July 1, 2026. In late September, the Simons Foundation International, XTX Markets, and the Siegel Family Endowment pledged a total of $17.2 million, spread over three to five years. arXiv plans to put part of the money toward technical upgrades, with a focus on handling AI-generated content.

The major AI labs, meanwhile, are pushing hard to position their models as research tools. In August, Google Deepmind expanded its Co-Scientist into a system designed to plan experiments, control lab equipment, and generate manuscripts. Anthropic is building its own biology lab where Claude is meant to guide robots through experiments. In September, OpenAI announced an "automated research intern" that handles defined research tasks under human oversight.

A study involving Princeton and the UK AI Safety Institute took a different angle. It had Claude Opus 4.8 work for six days on research questions from two unpublished NeurIPS papers. The original authors, acting as reviewers, rejected both sets of results.

来源:The Decoder:AI News · the-decoder.com