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Module ml_hypotheses

Module ml_hypotheses 

Source
Expand description

ML-specific nullification hypotheses.

Functions§

accuracy_baseline
H₀-MULTI-01: Accuracy >= oracle baseline.
gradient_bounded
H₀-TRAIN-03: Gradient norms remain bounded.
latency_sla
H₀-PRED-03: Latency within specified SLA.
loss_stability
H₀-TRAIN-02: Loss monotonically decreases (no spikes).
params_finite
H₀-TRAIN-05: Model parameters remain finite.
prediction_determinism
H₀-PRED-01: Predictions are deterministic for temperature=0.
statistical_significance
H₀-MULTI-05: Results are statistically significant (5 runs, t-test).
training_determinism
H₀-TRAIN-01: Training converges identically across runs with same seed.