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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

Pengfei Xiu

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Sep 2026

GRPO-Anomaly: Reinforcement Fine-Tuning Vision--Language Model for Industrial Defects Detection and Reasoning

Industrial anomaly detection (IAD) requires reliable identification and precise localization of subtle defects, yet most existing methods depend on manually tuned decision thresholds and large collections of defect-free samples, limiting scalability in real-world production. To address these constraints, we present gro...

Yue-Ning Li, Hong-Liang Wang, Peng-Fei Xiu et al. · 0 citations
Open access 2026

Beyond VQA Accuracy: A Cross-Regime Diagnostic Evaluation of Symbol Consistency in Multimodal Large Language Models

A cross-regime diagnostic framework for evaluating symbol consistency in MLLMs is proposed and its multi-stage failure mechanisms are revealed, offering a reusable diagnostic perspective for reliability assessment and symbol-capability improvement in MLLMs.

Chuanche Wang, Ruifeng Guo, Pengfei Xiu et al. · 0 citations

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