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cs.AI2026
JANUS: Enhancing Long-Horizon Autonomous Research with Co-Evolving World Models
Mengdi Liu, Chenghao Jia, Hong Chang +3
Long-horizon autonomous research has shown promise in accelerating scientific progress through sustained cycles of hypothesis generation, implementation, and validation. However, t…
cs.AI2026
Probe to Act: Elevating Browser-Use Agent via Active Visual Probing
Keliang Li, Heng Wang, Chen Hu +3
Browser-use agents require seamless alignment between structured web metadata and visual information, while preserving relevant context across long interactions. Existing interface…