Check this. Brave Ads Windows 10 Troubleshooting
It could be due to the focus assist or maybe the notifications are turned off for brave on the windows level. There was a time somehow focus assist got turned off somehow for me and I was not seeing ads for a while and then when I fixed it, I started seeing ads again. Not sure about the sponsor images however.
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