diff --git a/docs/ai-generated-image-classifiers.md b/docs/ai-generated-image-classifiers.md index 8155b5e..b73c467 100644 --- a/docs/ai-generated-image-classifiers.md +++ b/docs/ai-generated-image-classifiers.md @@ -777,6 +777,27 @@ attribution the honest rule stays argmax until an external held-out meta cell exists. The margin, not the head, was always the limiter on the small class. Artifacts: `meta-margin-2026-08-27/report.json`. +## Representation-change campaign closed, 2026-08-27 + +A pre-registered two-candidate campaign (plan in `data/research/REPRESENTATION-CAMPAIGN.md`, +gates declared before any run: AI-test at least 1,772/1,905, fresh Open +Images at most 50/3,000, Kodak 0/24, FLUX at least 288/300, EvalGEN at least +95/100, no tuning) tested the two remaining representation families. +Candidate 1, a DINOv2-L ridge head (224 px CLS embeddings, nested-CV penalty), +failed all five gates simultaneously: AI-test 1,427/1,847, fresh 162/3,000, +Kodak 1/24, FLUX 29/300, EvalGEN 5/100 — the frozen DINOv2 space separates AI +from photos far worse than fine-tuned CLIP-L everywhere. Candidate 2, a +patch-level FFT tower on the DDA paired-reconstruction contract (1,024 fresh +sd-vae-ft-mse pairs, real 0.549 versus reconstruction 0.457 medians, 0.949 +pairwise separation), learned its contract perfectly and still collapsed on +transfer: AI-test 14/1,847, FLUX 0/300, EvalGEN 0/100, because production +generators do not carry this VAE's reconstruction signature. The declared +falsification criterion triggered: neither family is the missing lever, and +the general metadata-free AI-versus-human classifier at the product contract +is beyond local scale as pursued. The product keeps the documented-remainder +contract; Model 1 stays the accepted research operating point with its +measured bounds. Reopening requires a materially new lever. + A taxonomy continuation then changed the training mix itself instead of the veto: two arms re-ran the expanded quarter-hard recipe (ordinary AI replay, EvalGEN pair positives, ordinary photos) with one or two of the eight negative