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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

T. Chua

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Preprint Sep 2026

Hub-Spectral Activation of Latent Multimodal Knowledge

HSA composes and standardizes hub-edge statistics, extracts paired spectral directions, and combines reliability-weighted matching evidence with source-gated candidate resolution for bidirectional retrieval and prototype classification, demonstrating the utility of latent multimodal knowledge beyond native similarity s...

Yingying Guo, Hai-Dong Chen, Lin-Rui Xu et al. · 0 citations
Preprint Aug 2026

No Single Neuron of Failure: Distributed Safety Alignment Against White-Box Attacks

With the rapid release of open-weight large foundation models, safety threats are shifting from black-box jailbreaks to neuron-level white-box attacks that directly identify and manipulate safety-related neurons. Existing alignment methods often investigate the safety behavior on a small number of neurons, creating fra...

Simiao Xie, Chuan-Cheng Shi, Shang-Ze Li et al. · 0 citations
Preprint Aug 2026

V-FIND: Revealing the Intrinsic Forgery Knowledge Encoded in Video Forgery Detectors

As generated videos become increasingly realistic, reliable video forgery detection is increasingly important. Existing studies typically optimize and use video forgery detectors as black boxes, while the latent forgery-discriminative knowledge inside them remains largely unexplored. Instead of continuing to rely on re...

Shi-Chao Kan, Chengpeng Hong, Jingtong Dou et al. · 0 citations

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