Preprint / scholarly article

Collapse-Guided Frontier Discovery

K. Takahashi

Published
DOI
10.5281/zenodo.18140185

Full text PDF (Zenodo)

Abstract

The preprint defines an audit-ready, implementation-agnostic gate protocol for detecting and triaging representational collapse in OOD scientific modeling, with fail-closed outcomes and a frontier-discovery framing for targeted evaluation.

Keywords

  • collapse detection
  • frontier discovery
  • OOD modeling
  • audit-ready protocol
  • gate suite
  • fail-closed triage
  • representational collapse
  • telemetry-friendly evaluation
  • foundation models
  • scientific modeling
  • reproducibility

Identifiers and source records