2 papers
cs.CL2026
A Task-State Representation for Long-Horizon Mobile GUI Agents
Yujie Zheng, Zikang Liu, Xin Zhao +1
While long-horizon mobile GUI agents typically rely on thought-action-observation loops, they struggle to separate persistent task states from transient screen observations. As exe…
cs.CL2026
BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?
Guoxin Chen, Fanzhe Meng, Jiale Zhao +12
Current code-agent benchmarks primarily evaluate localized issue resolution within a single target repository, leaving under-tested many software engineering tasks that require ext…