No, the attachments are versioned by design. The link to "latest" will remain the same, as will the name presented by Confluence, but you can't turn off versioning.
You should not need to either - you should not be accessing the file via any route but Confluence anyway. If you're reading it directly off the disk, you're doing it wrong. If you're writing, you're also breaking things.
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