VeriCUA: Learning Proactive Verification for Reliable GUI Agent Rewards.

arXiv:2610.26469v1 Announce Type: new Abstract: Reinforcement learning for computer-use agents increasingly relies on proactive reward agents that interact with the post-execution GUI environment to verify what recorded screenshots cannot reveal. The reliabili