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@@ -48,6 +48,10 @@ The periodic grid ladder uses side lengths `4, 8, 12, 16, 24, 32`, or 32 to
initial gate field, and component draw. Size-dependent update exposure is
selected from ideal coupled learning only.
+The circuit equations, released 4-by-4 task panel, and component-error scales
+come from [Dillavou et al. (2025)](https://arxiv.org/abs/2505.22887). Larger
+periodic grids preserve the same local device law and learning primitive.
+
Confirmed final classification error:
| Edges | Clean | Same-RMS noise | Raw | Static calibration | SDIL |