OAI/Algebra/DepthFive/MomentLossParameters.lean
3 declarations, 0 contain sorry, 0 declared as axioms
- theorem
OAI.Problem335.LowerParameters.first_moment_loss_exp_lowerline 10Source documentation
The first-moment loss can be expressed at the common square-root scale.
theorem first_moment_loss_exp_lower {n : ℕ} (hn : 16 ≤ n) : Real.exp (-64 * Real.sqrt (n : ℝ)) ≤ Real.exp (-64 / Real.sqrt (n : ℝ)) := by … - theorem
OAI.Problem335.LowerParameters.u_layer_correction_le_expline 20Source documentation
The actual U-layer correction has square-root exponential cost.
theorem u_layer_correction_le_exp {n : ℕ} (hn : 16 ≤ n) (hbeta : beta n ≤ 2 / Real.sqrt (n : ℝ)) : (1 + beta n) ^ m n ≤ Real.exp (2 * Real.sqrt (n : ℝ)) := by …Mentions: OAI.Problem335.LowerParameters.beta, OAI.Problem335.LowerParameters.m
- theorem
OAI.Problem335.LowerParameters.second_moment_loss_exp_upperline 42Source documentation
Consolidation of occupation, U-layer, and balanced-word losses.
theorem second_moment_loss_exp_upper {n : ℕ} (hn : 16 ≤ n) (hbeta : beta n ≤ 2 / Real.sqrt (n : ℝ)) : Real.exp (64 / Real.sqrt (n : ℝ)) * (1 + beta n) ^ m n * Real.exp (8 * Real.sqrt (n : ℝ)) ≤ Real.exp (74 * Real.sqrt (n : ℝ)) := by …Mentions: OAI.Problem335.LowerParameters.beta, OAI.Problem335.LowerParameters.m