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@@ -62,6 +62,11 @@ fixed epoch and fixed query/FLOP budgets.
16-directions-every-4-steps setting must preserve at least 90% of its gain over DFA. Pareto claims
must hold in a hardware-independent cost coordinate as well as GTX-1080 wall time.
+The validation screen is frozen to CIFAR-10 d20/w64, five epochs, seed 0, and compares the current
+`K=16/every=4` reference with `K/every` pairs `1/4`, `2/8`, `4/16`, `1/8`, `1/16`, and `2/32`, plus
+DFA. Selection uses final validation accuracy and logical batch loss queries; the test split is not
+evaluated. The chosen low-query protocol then receives a multi-seed frozen confirmation.
+
### C4. The comparison set contains the closest alternatives
The main comparison must include exact BP, FA, DFA, direct/unamortized node perturbation, learned