LEASH: Uncertainty-Aware Weak-to-Strong Escalation and Oversight for Computer-Use Agents
LEASH escalates computer-use agents by latent uncertainty, matching Claude Opus 5 at 19% lower cost.
LEASH escalates computer-use agents by latent uncertainty, matching Claude Opus 5 at 19% lower cost.
SoftwareGym's 182 synthetic apps lift a computer-use agent to 56.97% OSWorld Pass@3.
ComputerSD turns real-time GUI feedback into online self-distillation signals for computer-use agents.
OSWorld-Pro adds process-level subgoals so computer-use agent failures can be diagnosed beyond final outcomes.
OSWorld-Pro scores computer-use agents on over 300 tasks; Claude Opus 5 reaches 75.7%.
EvoSkill-GUI introduces training-free skill revision for GUI agents, boosting MobileWorld, AndroidWorld, and OSWorld success by up to 16.2%.
UC Berkeley's CUA-Lite is an open platform unifying computer-use agent sandboxes, datasets, evaluation and RL; Lite.OSWorld cuts OSWorld memory 4.1 GB to 0.9 GB.
Researchers introduce CUA-Universe, a pipeline turning real desktop software into hybrid GUI+CLI agent environments, lifting a 9B model's OSWorld success rate.
Entities are extracted by the model from each article. First seen , last mentioned . Watching keeps it in this browser only (no account); the watchlist page and dashboard alerts use it.
Today 1.3K readers · 2.1K views · 1.6K reads · all time 160K views