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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

Wenzhuo Xu

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Preprint Aug 2026

ReOrder-OPD:Reliability-Aware Prompt Ordering for On-Policy Distillation

On-policy distillation (OPD) applies token-level teacher supervision to student-generated trajectories, but this supervision is not always reliable. Existing methods use local confidence or teacher-student agreement to weight, filter, or truncate the sampled trajectory. These signals do not directly determine whether t...

Ximo Zhu, Rui-Qi Liu, Rong Wang et al. · 4 citations
Jul 2026

Dynamic Defense Profiling Enables Cognitive Jailbreak of Text-to-Image Models

This paper proposes MIND, a cognitive jailbreak framework that reframes adversarial prompt generation as a belief-state inference problem over latent defense mechanisms and actively models the target system's latent defense mechanisms by interpreting multi-modal feedback as high-density signals.

Dongdong Yang, Deyue Zhang, Zhao Liu et al. · 0 citations

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