Appeal to Ignorance- The fallacy that a proposition is true simply on the basis that it has not been proven false or that is is false simply because it has not been proven true.
Example: Since you haven't been able to prove your innocence, I must assume you're guilty.

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If someone sees a UFO and there is no evidence that it is not aliens, it must be aliens.