From Interaction to Capability: Task Advancement as State and Supervision for GUI Agents.

arXiv:2610.37482v1 Announce Type: new Abstract: GUI memory should preserve the results of past actions and learn reusable operations. This is difficult in long-horizon workflows, where agents must use information across applications and useful operations are i