2026-08-29T20:40:13.723923
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
96% 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
Excess-growth slope eliminated
32
128
288
512
1.2k
2.0k
Learnable edges
0
20
40
60
80
100
Stable failure fraction (%)
(c) Stable-failure growth
89% lower slope vs static calibration
Confirmation: 40 tasks, 3 component draws per task and size
Clean
Same-RMS noise
Raw imperfection
Static calibration
SDIL