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Are all of the computers part of the same Workgroup? What about your IP addresses? Are the static or does the router have a DHCP sever that is handing out the IPs?
You could also try putting a hosts file on each computer with the IP to Computer Name for each PC. When you start getting this problem, have you tried pinging each computer?
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