The Falcons signed Barkley to their practice squad Thursday, Doug Kyed of Pro Football Focus reports.
Barkley was waived by Atlanta on Tuesday, but he'll now rejoin the organization as part of the practice squad. It's unlikely that he'll be added to the active roster in Week 18.