generated from mathias/template-go-web
3445b6d2676694be68c155549bc4fa335e2ee2b6
Phase-0 SSL feasibility gate run on daily 2019-2023 EUR/USD (path B deviation: not hourly 2008-2022 + Go harness as specced in #5). Results: TS-JEPA silhouette mean=0.018 (need >0.20) — FAIL PCA baseline silhouette=0.136 — also below threshold sensitivity: 2000 ep + D=64 worsened to 0.004 (not a training-time issue) Root cause: 2 daily features (ret, realized_vol) carry minimal regime structure at this resolution. The JEPA objective with SIGReg pushes embeddings toward isotropic Gaussian — good for downstream probes (val_vol_r2>0) but may actively resist the clustering structure the silhouette gate measures. Null protocol: real gate requires #4 (Go harness) + #2 (hourly data, more features) before rerunning. HEPA (#14) noted as alternative backbone. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Description
JEPA-based latent representation learning for FX trading risk management — research project
370 KiB
Languages
Python
76.4%
Go
18.4%
Shell
4.3%
templ
0.6%
Dockerfile
0.3%