Weakest sufficient conditions for affine-subfamily sufficiency in the 2^ℓ-adic characterization
Identify the weakest sufficient condition under which, for k = ℓ r and a function f: F_2^n → Z_{2^k} with 2^ℓ-adic decomposition f(x) = ∑_{j=0}^{r-1} 2^{jℓ} c_j(x) where each c_j: F_2^n → Z_{2^ℓ}, verifying only the affine subfamily f_β(x) = c_{r-1}(x) + ∑_{j=0}^{r-2} β_j c_j(x) for β ∈ (Z_{2^ℓ})^{r-1} suffices to conclude the same landscape characterization as obtained by the full family f_F(x) = c_{r-1}(x) + 2^{ℓ-m} F(c_0(x),…,c_{r-2}(x)) with F: (Z_{2^ℓ})^{r-1} → Z_{2^m}, 2 ≤ m ≤ ℓ. Determine the minimal structural assumptions on the lower components c_0,…,c_{r-2} and/or on the partition coefficients that guarantee this implication, given that such a sufficiency result is impossible in full generality.
References
Finally, while Theorem~\ref{thm:landscape_iff} provides a complete characterization of landscape functions without structural assumptions via a small subset of the family of maps $F$, a sufficiency theorem based on the affine subfamily ${f_\beta}_{\beta\in(Z){r-1}$ alone --- without additional hypotheses on the lower components --- remains open. Example~\ref{ex:counterexample_3to1} shows such a result is impossible in full generality, but identifying the weakest sufficient condition that bridges the affine subfamily and the full family is an intriguing open problem.