Beyond Task Completion: Training Capable and Safe Computer-Use Agents

arXiv:2609.22178 · cs.LG, cs.AI, cs.CL · Submitted 2026-08-27 · Read on arXiv

cs.LG, cs.AI, cs.CL

Submitted: 2026-08-27

Updated: 2026-09-22

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Ablation — 1× in this paper · explained in 1 episode
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Online Reinforcement Learning — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Safety and Capability Optimization for Policy Execution — 1× in this paper

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