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#11 — CMA-NN 12-pair grid + mixed activations

2026-04-12
Verdict: negative · ⛔ invalidated by RCA
The CMA-NN configuration generalized to all 12 pairs (avg +55.2 p/d, all MC p=0.0000) and was proven seed-stable across 4 seeds and 2 timeframes — the first strategy with multi-seed stability — then the RCA invalidated the whole grid.

Hypothesis — what it tests

Does the CHF_JPY CMA-NN result generalize across all 12 pairs and hold up across random seeds, timeframes, and deeper mixed-activation architectures?

Description

The +73 p/d CMA-NN config (V3+macd_hist, 7→8(sin)→3) was trained on all 12 pairs for ~3 min/pair ($0.11 of Hetzner compute): every pair positive OOS, avg +55.2 p/d, all Monte Carlo sign_p=0.0000, beating IronNet V3 M5 on all 12 pairs with the edge coming from win/loss asymmetry (avg win 3-4x avg loss) rather than win rate. A 4-seed x 12-pair x 2-TF study showed remarkable stability (M5 mean +54.6 within 1 p/d of the single seed; H1 +40.2 with near-zero seed variance), and a mixed-activation architecture study found a 4-layer sin→mexican-hat→tanh→tanh net with skip connections marginally beating the flat baseline (+74.26 vs +73.03). None of it was deployed: the same-day RCA showed the underlying features leaked future data, hollowing out the entire grid.

Key result

12-pair avg +55.2 p/d OOS (USD_JPY 96.8 … EUR_GBP 17.1), all MC p=0.0000, PF 2.35-4.26; multi-seed M5 +54.6 / H1 +40.2 mean, near-zero seed variance; 4L+skip +74.26 vs flat +73.03 — all invalidated by RCA

Indicators

MC(D)MC(dD)Kaufman Efficiency Ratio (er_norm)MACD histogramMFE/MAE/UPnL

Algorithms

CMA-ESMonte Carlo shuffle validationmulti-seed stability analysismixed-activation / skip-connection architecture search

Code

Interactive version (search, filters, figures): the experiment explorer.

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