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Bilinear map and homomorphic inner product

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This is a question related to homomorphic inner product as discussed here: Inner product with homomorphic encryption

I browsed through the recommended papers and I have just a major Stumbling block in my understanding.

Why can't a simple bilinear map of two points and the resulting target group suffice to implement an encrypted form of the inner product from two encrypted inputs?

mangohost

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