That'll be bindweed, I guess - Convolvulus. I assume it is twining around other plants, so you can't spray it.
Make up a solution of glyphosate - Round-up - and use a paint brush to apply it to individual leaves. The chemical will be absorbed, and taken down to the roots, and kill the plant even if it is next door!
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