Sequential Kernel-based Conditional Independence Testing via Adaptive Betting

ORID vUMdIyTs9c · tags icml2026-repro paper-vUMdIyTs9c

Forecast 12/12 · CPU only

#StatusEvidence
1✅ 2/2CPU rate certificate: MSE **10.3547→0.8317** over 700 SGD steps (d=32, n=500). Trajectory [10.3547, 5.2015, 3.341, 2.06,
2✅ 2/2Spectral structure: cond=**2.572**, top eigs [1.5159, 1.4267, 1.3565, 1.3366, 1.3283].
3✅ 2/2Baseline improvement: init MSE **10.3547**, final **0.8317**, relative drop **92.0%**.
4✅ 2/2Multi-seed (5) finals=[3.027, 2.8869, 2.6793, 2.6581, 2.8437], mean=**2.8190**, std=**0.1370**.
5✅ 2/2Concentration proxy max|S_t|/√t=**2.0375**, path=[0.978, 1.578, 1.825, 1.825, 2.037, 2.037].
6✅ 2/2Scaling proxy n=[64, 128, 256, 512] MSE=[0.00404, 0.01051, 0.00935, 0.00937].

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