I actually think I got it to not drop off the network. I took the extended PAN id from HE's zigbee details screen and replaced the 0 with that and it seems to be working. Just before doing that even removing power for a second would cause it to need to be rejoined. But now it seems to keep coming back on the network just fine.
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