2026-08-29T18:08:56.229221
image/svg+xml
Matplotlib v3.10.8, https://matplotlib.org/
32
128
288
512
1.2k
2.0k
Learnable edges
0
10
20
30
40
50
60
70
Final classification error (%)
(a) Error-growth slope reduced 88% vs static calibration
32
128
288
512
1.2k
2.0k
Learnable edges
0
20
40
60
80
100
Stable zero-error runs (%)
(b) Recovery remains reliable
0
100
200
300
400
500
600
Training epoch
0
10
20
30
40
50
60
70
Classification error (%)
(c) Learning at 2,048 edges
Exploratory pilot: 5 tasks, 1 component draw per task and size
Clean
Same-RMS noise
Raw imperfection
Static calibration
SDIL