mlsanityData to 7 Oct 2026

The Verification Crisis: Expert Perceptions of GenAI Disinformation and the Case for Reproducible Provenance

arXiv 2602.02100 ↗First posted 2 Feb 2026cs.CY cs.AI cs.SIcited by 1

Not on the map. Why?

Abstract (arXiv)

The growth of Generative Artificial Intelligence (GenAI) has shifted disinformation production from manual fabrication to automated, large-scale manipulation. This article presents findings from the first wave of a longitudinal expert perception survey (N=21) involving AI researchers, policymakers, and disinformation specialists. It examines the perceived severity of multimodal threats -- text, image, audio, and video -- and evaluates current mitigation strategies. Results indicate that while deepfake video presents immediate "shock" value, large-scale text generation poses a systemic risk of "epistemic fragmentation" and "synthetic consensus," particularly in the political domain. The survey reveals skepticism about technical detection tools, with experts favoring provenance standards and regulatory frameworks despite implementation barriers. GenAI disinformation research requires reproducible methods. The current challenge is measurement: without standardized benchmarks and reproducibility checklists, tracking or countering synthetic media remains difficult. We propose treating information integrity as an infrastructure with rigor in data provenance and methodological reproducibility.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 4 of its 14 references that are in the map. First posted on arXiv 2 Feb 2026.

Builds on

4 of 14 references.

References · 4

  1. 2019Defending Against Neural Fake Newscited by 553
  2. 2023The science of fake newscited by 94
  3. 2026Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystemscited by 7
  4. 2023Computational Reproducibility in Computational Social Sciencecited by 4

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.