How do you decide when a neural network is ready to publish?

I often find it hard to tell when a model has been tuned enough to report in a paper, rather than just performing well on my own split.

The line between a solid result and overfitting to the test set feels blurry.

How do you decide that a network is ready to publish, and what checks do you run first?