Manuscript Psy03-A@1 · Psy03-A.tex · proposition · b30eb6e9
Proposition: A normalized ReLU rule is not a channel on unknown states
A separately defined finite quantum stochastic network › Why a normalized activation is not a quantum channel · lines 1352–1376 · proof included or linked
Psy03-A@1#prop:nonlinear
Applying coordinatewise ReLU to amplitudes and normalizing does not define a well-defined quantum-state transformation on all input rays. More generally, an arbitrary nonlinear normalized state rule is not a quantum channel.
Proof. The vectors
represent the same physical ray. Normalized ReLU sends the first to and the second to , so the rule is not ray invariant.
Channels are linear on density operators. For example, the nonlinear rule sends to , although it fixes the two endpoint pure states. It is therefore not affine on their mixture.
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unlabeled · line 1363