They were arrested May 20 after an elaborate FBI sting and charged with conspiracy counts. The new charges include attempting to use weapons of mass destruction and conspiracy to kill U.S. officers and employees.
They could face life in prison if convicted.
The men are ex-convicts, and relatives have said they were struggling. Payen's lawyer says his client is schizophrenic and bipolar.
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