Could be that the igpu doesn't properly "hot reset" and that once the vm shuts down it gets stuck with the host.
This theory is easiest to test by checking if a shutdown, remove power, plug in power, startup of the proxmox host allows the existing vm to grab the igpu again.
If that works then a workaround could be to never shutdown the vm.
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