Hi,
Yes, I reckon black silicone sealant, it is Selleys Windscreen Sealant. Use just a small amount, just enough. Once cured it can only be cut off with a sharp blade.
The best glue out for rubber-to-rubber bond is superglue, but you want something a bit different.
Cheers
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