All methods
MIA
Tier 2

LoRA Probes

IPLYR Internal · Internal 2025

Overview

Low-rank adapter probes that fingerprint memorization-prone parameter subspaces. Surface circuits where training-data residue concentrates.

Evidentiary posture

Method is classified for investigative use. Deploy in combination with Tier-A detectors when preparing evidentiary reports.

Technical parameters, adversarial-robustness bounds, and reference implementation are disclosed to counsel and opposing experts under MNDA.