An optical input that best resists Gaussian noise need not be Gaussian, and its optimal form can change with the output objective. We establish both effects for a single-mode additive Gaussian channel with unequal quadrature noise and a fixed mean photon budget. Below the noise-matching energy E*, physical states with nonnegative Wigner functions exceed the output purity of every Gaussian mixture at the same energy. An explicit source retains an advantage greater than 1.4 × 10−4 over a finite range of channel and preparation errors. As Δ = E* − E ↓ 0, the optimal gain above the Gaussian benchmark is CpΔ4 + o(Δ4) for each fixed output moment Tr[(Φρ)p], p > 1, and for the largest output eigenvalue. A four-photon amplitude θpΔ2 attains this gain, with different objectives selecting different amplitudes. Consequently, no attainable output spectrum majorizes all others near matching. For a fixed finite catalogue of objectives, the largest common fraction of their separately optimal leading gains is 4θ−θ+/(θ− + θ+)2, attained by one Wigner-positive preparation; θ− and θ+ are the extreme preferred amplitudes. These results identify when to extend an optical input search beyond Gaussian sources and how to choose a single preparation when output objectives compete.
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Zixuan He (2026) studied this question.