Authorities say the trio, along with a fourth man who already pleaded guilty, hit four banks in central New Jersey before they were apprehended outside a PNC Bank in Readington.
At that robbery, FBI Agent Barry Lee Bush was mistakenly shot and killed by a fellow agent.
The defendants weren't charged with Bush's death, but it can be considered at sentencing.
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