2026-08-29T18:44:35.223930
image/svg+xml
Matplotlib v3.10.8, https://matplotlib.org/
32
128
288
512
1.2k
2.0k
Learnable edges
0
20
40
60
Final classification error (%)
(a) Final-error growth
88% lower slope vs static calibration
32
128
288
512
1.2k
2.0k
Learnable edges
0.0
0.2
0.4
0.6
Classification-error AUC
(b) Error-AUC growth
No resolved slope reduction
32
128
288
512
1.2k
2.0k
Learnable edges
0
20
40
60
80
100
Stable failure fraction (%)
(c) Stable-failure growth
No resolved slope reduction
Exploratory pilot: 5 tasks, 1 component draws per task and size
Clean
Same-RMS noise
Raw imperfection
Static calibration
SDIL