When you are in the Channel click on the 'History' tab to see all the activity pertaining to that Channel. The history tab shows when people were added to or removed from the channel, when messages and files were sent, and when they were accessed.
You can the history tab to quickly tell if someone accessed a file recently from the channel.

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