If you mean, can you cancel it or interrupt it or in some other way stop it from starting until it is completed; no, not really (like it is currently). You will need to create a source of the cancellation token, pass the token to the Task, and then the method launched in the task must periodically check that it is not canceled.
What you can do is wait a while and cancel this wait operation. This will allow you to continue with the next task that you need to complete. Please note: if you do this without adding the work that I mentioned above, where the method in the task itself checks for deletion, then the method will still be completed before completion, you will simply stop waiting for it earlier.
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If you are just worried about cleaning up the resources that the task uses when they are running, you need not worry. Everything will be processed automatically.
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