[Skorch] How can I make a score be logged in TensorBoard?

I am using Skorch.

I created a new score logging using the EpochScoring callback.
While it appears on the history log, It doesn’t show on TensorBoard (I am using the TensorBoard callback).

Is there a way to make the TensorBoard logger be aware of that key?