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Make tests compatible with SciPy 1.16 #966

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Summary

Updates the argument definitions for the optimisers to match those in SciPy 1.16, similarly to qiskit-community/qiskit-algorithms#234

Fixes #957

@edoaltamura edoaltamura added the dependencies 🔗 Involves external dependency libraries label Jul 18, 2025
@edoaltamura edoaltamura added the stable backport potential The bug might be minimal and/or import enough to be port to stable label Jul 18, 2025
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Nightly actions failing due to Scipy 1.16
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