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AI conferences face new threat from AI-generated paper floods

A new position paper published on arXiv warns that academic conferences, particularly in AI, are vulnerable to a novel threat called "Agentic Denominator Gaming." This involves using AI agents to flood conferences with low-quality submissions, not for acceptance, but to inflate the denominator of total submissions. This tactic can artificially increase the acceptance rate for legitimate papers by overwhelming reviewer capacity and degrading review quality. The paper suggests that mitigating this requires systemic policy and incentive reforms beyond just technical detection methods. AI

Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →

IMPACT This research highlights a potential systemic risk to academic integrity, necessitating new policies and review processes to counter AI-driven manipulation.

RANK_REASON The cluster contains an academic paper discussing a novel threat to the integrity of academic conferences.

Read on arXiv cs.CL →

COVERAGE [2]

  1. arXiv cs.CL TIER_1 · Jianghao Lin ·

    Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents

    The implicit policy of maintaining relatively stable acceptance rates at top AI conferences, despite exponentially growing submissions, introduces a critical structural vulnerability. This position paper characterizes a new systemic threat we term Agentic Denominator Gaming, in w…

  2. Hugging Face Daily Papers TIER_1 ·

    Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents

    The implicit policy of maintaining relatively stable acceptance rates at top AI conferences, despite exponentially growing submissions, introduces a critical structural vulnerability. This position paper characterizes a new systemic threat we term Agentic Denominator Gaming, in w…