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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

Kai Yamashita

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Jul 2026

Visual Access Boundaries in Vision-Language Model Reasoning

A symbolic-attribute oracle shows that CoT can improve counting once ground-truth attributes are supplied as text, while a single-object probe-vs-decode check shows that hard attributes can be linearly recoverable from hidden states yet difficult for the model itself to output.

Hiroto Osaka, Shohei Taniguchi, Gouki Minegishi et al. · 1 citation

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