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cs.CL2026
LongPuzzleBench: Evaluating GUI Agents on Long-Horizon Visual Puzzles
Bingo Zhang, Haochuan Lu, Zongjie Li +3
GUI agents need long-horizon visual reasoning: they must interpret a changing interface while keeping a multi-step plan viable as earlier actions constrain later ones. Existing ben…
cs.LG2026
UI-Oceanus: Scaling GUI Agents with Synthetic Environmental Dynamics
Mengzhou Wu, Yuzhe Guo, Yuan Cao +16
Scaling generalist GUI agents is hindered by the data scalability bottleneck of expensive human demonstrations and the "distillation ceiling" of synthetic teacher supervision. To t…