metadata
library_name: pytorch
tags:
- quantum-error-correction
- circuit-family-classifier
license: other
license_name: nvidia-open-model-license-derivative
QFabric Shield — Family Classifier (per-distance)
Lightweight transformer classifiers that ingest surface-code syndrome history
and emit a softmax over four QFabric circuit families:
{mps, grover, tebd, emu}. Used at runtime by the Shield dispatcher to route
syndromes to the correct family-specialized decoder.
One classifier per code distance (input dimension scales with D).
Architecture
- 4-layer transformer encoder, d_model=128, 4 heads
- ~1M parameters
- Input:
(B, 4, T, D, D)syndrome tensor - Output:
(B, 4)family logits
Distance variants
Each d{{N}}/ subdir contains the classifier trained at that distance.