Auditing Frozen-Encoder Anomaly Detection Across Mechanical Systems: Representation Provenance, Calibration, and Protocol Effects

arXiv:2601.11415 · astro-ph.IM, cs.LG, physics.data-an · Submitted 2026-01-16 · Read on arXiv

astro-ph.IM, cs.LG, physics.data-an

Submitted: 2026-01-16

Updated: 2026-09-01

Comments: 6 pages, 2 figures, 4 tables

Code: https://github.com/joseandreuu/aether-morphology-paper

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

AUC — 14× in this paper · explained in 2 episodes
Latent Space — 10× in this paper · explained in 7 episodes
Aggregation — 8× in this paper · explained in 1 episode
Adaptation — 6× in this paper · explained in 1 episode
Zero-Shot Transfer — 6× in this paper · explained in 3 episodes
Benchmark — 4× in this paper · explained in 2 episodes
Calibration — 4× in this paper · explained in 7 episodes
Domain Adaptation — 4× in this paper · explained in 5 episodes
Embeddings — 3× in this paper · explained in 2 episodes
Interpretability — 3× in this paper · explained in 15 episodes
Latent Representation — 3× in this paper · explained in 2 episodes
Non-Gaussianity — 3× in this paper · explained in 2 episodes
Alignment — 2× in this paper · explained in 1 episode
Case Western Reserve University — 2× in this paper
Decoupling — 2× in this paper · explained in 2 episodes
Fine-Tuning — 2× in this paper · explained in 5 episodes
Provenance — 2× in this paper · explained in 3 episodes
Reconstruction Error — 2× in this paper · explained in 2 episodes
Data Augmentation — 1× in this paper · explained in 7 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Physical Constraints — 1× in this paper · explained in 7 episodes
Regularization — 1× in this paper · explained in 3 episodes
Robustness — 1× in this paper · explained in 5 episodes
Zero-Shot Generalization — 1× in this paper · explained in 5 episodes

Terminology

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