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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

Hao-Wen Jiang

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Preprint Sep 2026

Universal Cross-Prompt Adversarial Attacks on Promptable Concept Segmentation

The Segment Anything Model (SAM) achieves remarkable performance in visual segmentation. The latest SAM3 extends promptable segmentation to concept-level prediction, broadening the scope of segmentation foundation models. While recent works reveal that SAM and SAM2 are vulnerable to adversarial examples, the robustness...

Zi-Qi Zhou, Yi-Fan Hu, Yu-Fei Song et al. · 0 citations
#artificial intelligence Preprint Oct 2026

ReMAP: Restoring the Perceptual Cycle with Reasoning-Time Latent Visual Memory

As multimodal large language models (MLLMs) reason for longer, attention to the initial visual input diminishes, weakening visual grounding. Visual memory reintroduces visual evidence during reasoning. We conduct a controlled analysis of visual memory along three axes: curation, organization, and access. We find that l...

Hao-Wen Jiang, Zhan-Yu Guo, Chen-Wei Wu et al. · 0 citations

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