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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Chengyang Gu

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Preprint Aug 2026

Beyond Success and Failure: Length-Aware Contrastive Learning for GUI Agents

Experiments on GUI agent benchmarks show that LACL-GUI provides more effective learning signals and consistently improves agent performance over prior methods, highlighting the value of trajectory-level supervision in contrastive RLVR.

Chengyang Gu, Le Zhang, Jing-Bo Zhou et al. · 0 citations

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