CONTRAMEM: Learning Self-Evolving Procedural Memory from Contrasting Multi-Model Trajectories.

arXiv:2608.22533v2 Announce Type: replace Abstract: Autonomous computer-use agents are increasingly applied to long-horizon tasks requiring coordinated application calls, persistent state tracking, and verifier-sensitive writes, yet they remain prone to proced