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CounterexampleConstruction: AI-generatedVerification: AI-generatedPipeline-generatedjudge pass (gpt-6-luna)verified 2026-10-22 (gpt-6.1-sol)
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Exact-data Landweber can stall without a local tangential-cone condition

Statement refuted

Exact solvability by itself is enough for exact-data nonlinear Landweber to converge from every initial point; no local tangential-cone or initial-ball hypothesis is needed.

Facts & Assumptions

Given: The real Hilbert line X=Y=R, U=R, F(x)=x2−1, exact solution x†=1, exact datum y=0, and initial point x0=0.

[F1]

Nonlinear Landweber iteration with discrepancy stopping specifies the exact-data update xn+1=xn+F′(xn)∗(y−F(xn)). Here we study that formula as a bare recurrence, not as a run of the defined procedure: step 2.1 shows this instance violates its admissible local TCC hypothesis. A zero derivative gives a zero update.

[F2]

Local tangential cone condition: at a base point x the local TCC requires ∣F(x+h)−F(x)−F′(x)h∣≤η∣F(x+h)−F(x)∣ for every increment in its radius.

[F3]

Nonlinear Landweber Fejér decrease and discrepancy stopping: its exact-data convergence conclusion assumes the specified outer ball, derivative bound, and uniform TCC on that ball.

Counterexample

1.1givenF1algebrainduction

For every x,h∈R, F(x+h)−F(x)−2xh=h2, so F is Fréchet differentiable with F′(x)h=2xh. Thus F(1)=0=y is an exact solution and F′(x0)=F′(0)=0. The Landweber update in [F1] gives x1=0; induction gives xn=0 and residual ∣y−F(xn)∣=1 for every n. The exact-data iterates therefore do not converge to a solution.

2.1givenF2F3choosealgebra∎

For any proposed local radius δ>0, choose h=δ/2>0. At x0=0, F(h)−F(0)=h2 and F′(0)h=0, so [F2] would require h2≤ηh2. Since h2>0, this forces η≥1. Thus no local TCC ball at this initial point has a constant η<1/2, violating the theorem's retained local hypothesis [F3].

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