Phase Ib extension to α < 1/4
Prove the Phase Ib loss-curve characterization for the PLRF model—that P(r) \asymp Fpp(r) + F0(r)—in the regime 2β < 1, α < 1/4, and 2(α + β) > 1 by deriving the necessary kernel-function estimates to extend the result below α = 1/4.
References
Although we did not prove the statement for \alpha < \tfrac{1}{4} as we do not have estimates for the kernel function, we believe that statement still holds.
— 4+3 Phases of Compute-Optimal Neural Scaling Laws
(2405.15074 - Paquette et al., 23 May 2024) in Proposition “Phase Ib: 2 β < 1, 1/4 < α < 1/2, 2(α + β) > 1” within Section “Below the high-dimensional line (Phases IVa, IVb, Ib, Ic)”