Neither Artifact Knowledge nor Artifact Research Notes are account-wide. You will have to progress your Artifact Knowledge for every character individually.

Another thing to note about Artifact Knowledge:

The bonus is not retroactive, AP-giving items you have already acquired will not change. You still receive the preceding AP values from items you acquired prior to learning the Artifact Research Notes. For this reason, stockpiling items that award you with Artifact Power is pointless.