Whitepaper

Energy Distance as a Universal Indicator of Behavioral Collapse

A paper arguing that Energy Distance behaves like a strong universal drift indicator, especially in cross-domain transfer settings.

11 Apr 2025Manuscriptvalidatedenergy-distancefeaturescross-domain
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CIJ Labs

Abstract

This paper isolates Energy Distance as a particularly strong signal for behavioral change, especially when a monitoring regime is transferred across domains.

What it establishes

  • Some indicators respond across very different behavioral settings.
  • Energy Distance behaves like an early warning signal.
  • Cross-domain transfer does not mean feature democracy; some features dominate.

Why it matters

The paper helps explain why some monitoring signals appear robust before a domain-specific model is fully tuned. It also connects feature importance to operational monitoring design.