MIA
Tier 2LoRA Probes
IPLYR Internal · Internal 2025
Description
Low-rank adapter probes that fingerprint memorization-prone parameter subspaces. Surface circuits where training-data residue concentrates.
Technical signature
in: (model, work) → out: { lora_score, parameter_locality }Adversarial robustness
Vulnerable to adapter fusion defenses; pair with extraction probes for Tier-A.
Daubert eligibility
Method is currently classified as investigative (Tier 2–3). Use in combination with Tier-A detectors via the multi-teacher ensemble for Daubert-tier packaging.