Research4h ago
New Framework Certifies AI-Generated Research
A two-layer certification framework separates knowledge quality from human contribution to standardize automated academic output. The proposal addresses the gap in peer-review systems built for human authorship. By decoupling these metrics, arXiv and similar repositories can validate pipeline-generated work. This provides a transparent path for researchers using automated discovery tools.