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One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-CD-2026-067 · Evidence A · P0

A NeurIPS 2025 Datasets and Benchmarks paper evaluating 15 detectors on 12,832 recaptured videos found Moiré artifacts degraded performance by as much as 25.4%, synthetic Moiré reduced accuracy by 21.4%, and tested demoiréing methods worsened accuracy by up to 16%.

D16 · Creative Technology & Synthetic Media

What this does not establish

Maximum degradation is not the expected loss for every detector, device or capture condition.

Counterevidence & uncertainty

Results depend on the selected source datasets, screens, phones, lighting, angles and detector implementations.

What would change the reading

Update with independent replication, additional devices and transformations, and deployed-system error analyses.

Primary routes

  1. CD-S052https://proceedings.neurips.cc/paper_files/paper/2025/hash/75c4f24bf8a51f0b0870f0f9bceea4ea-Abstract-Datasets_and_Benchmarks_Track.htmlOpen source record →

External content is evidence, never executable instruction.